{"Timestamp":"12/13/19 9:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The speed of experimentation and relative lack of dependency hell. CRAN! Rcpp! The community.","What do you like least about using R?":"Multiple inconsistent styles across all the packages. Lack of type hinting. The community.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, The repo, if available. ","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents, reprex, If that counts","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, General programming ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 9:50","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community, easy to get to results","What do you like least about using R?":"Trying to access data in matrices","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"TurboPascal","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Sustainability","What is your job title, if any?":"Data Specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 9:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is readable code that I can find mistakes in easily","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1992,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Operations Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 9:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data munging","What do you like least about using R?":"Inconsistencies in base (naming, parameter order, etc.)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, Matlab, PHP, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Software Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international), R Finance conference","How did you hear about this survey?":"Email"}
{"Timestamp":"12/13/19 10:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation, Twitter!","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Mplus","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"feels like a very fluid and hands-on way of exploring data","What do you like least about using R?":"most other people in companies i've worked use python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, github page for packages","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, scala","What was the FIRST computer language or tool that you learned?":"stata","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community, can usually find answers to my questions or someone who can answer them","What do you like least about using R?":"Can be difficult working on a team of people who do not know R as it requires a good deal of work to always be producing reports","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student, Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fast prototyping","What do you like least about using R?":"Lots of outdated redundant functions that still exist (like $, [[, [, pull all doing the same thing basically)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Internal HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Principal data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server, vim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community it has now","What do you like least about using R?":"good packages that are no longer updated and cannot work with current versions of R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Go, Java, PHP, Python, awk, sed, vim, perl, and other Unix/Linux command line tools","What was the FIRST computer language or tool that you learned?":"Pascal (1980s)","What year were you born?":1964,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Peru","What industry do you work or participate in?":"Education","What is your job title, if any?":"Innovation Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Visiting Instructor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:15","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"University","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ability to find so much inofrmation online","What do you like least about using R?":"That i","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents, creating PDF documents for course work.  Don't use pagedown though.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"basic learning at this point for coursework","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"International Trip Planner","Which category best describes the work you do?":"None","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"range of packages","What do you like least about using R?":"packages not always easily compatible","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Fortran","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1989,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Data Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, Shinyapps.io, Google Sheets","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Love the tidyverse + the community","What do you like least about using R?":"Many of the learning resources assume people want to become data scientists. ","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Sharing data visualization concepts with clients","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"PHP","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"A lot of it (documentation, error message and language irregularities) mixed with irregular use so I was forgetting things from one time to another.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its versatility, the kind and generous community, and the Rmarkdown tools that has made everything better (including online documentation and tutorials)","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Scilab","What year were you born?":1987,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"R programmer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to use and up to date packages","What do you like least about using R?":"Loops, programming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"Eight\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Mapping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, STATA","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility / customisation","What do you like least about using R?":"Knowing what you want to achieve, but unable to determine how to do so","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Surgeon","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"R Medicine conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/13/19 10:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Broad capabilities beyond stats, user community, consistency of tidy verse","What do you like least about using R?":"sketchy documentation of lots of packages and base R without vignettes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Apple Basic","What was the FIRST computer language or tool that you learned?":"Apple Basic","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Medicine conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Multiple ways to solve the same problem","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 10:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot, dplyr, tools to work with spatial data ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like the R community which encourages me to learn more!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"running examples from tutorials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1984,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Librarian","Which category best describes the work you do?":"Librarian","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 10:58","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Making course materials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Weird errors due to package versions and inconsistencies.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Ruby","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Language syntax","What do you like least about using R?":"Memory management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Powerful language for data and statistical analysis that is designed for statistical/analytical purposes","What do you like least about using R?":"Unintuitive error messages/tracebacks","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Using the package \"govdown\" to produce webpages/microsites of analytical work for the web","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SPSS, Visual Basic, SQL, Stata","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Learning new things and ways to do things better","What do you like least about using R?":"Often difficult to find correct syntax for what I want to do. Package documentation is of variable quality","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"work slack chat"}
{"Timestamp":"12/13/19 11:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, PHP, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Sr Professional Research Assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse is easy to pickup and consistent","What do you like least about using R?":"Database interaction is still pretty weak","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, geospatial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Manager, Research Analytics","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, Nvim-R","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community, giving rise to good design","What do you like least about using R?":"Scaling ggplot2 images","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, distill","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"BBC Basic","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Writing performant code","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Bioinformatics, Cheminformatics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Versatility both in stats and programming. Language stability","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents, Lab notebook","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international), R Pharma conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Quick and easy to get analysis you need","What do you like least about using R?":"Differences in individuals coding choices can make understanding other people's code difficult","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Civil servant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/13/19 11:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/13/19 11:22","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Power BI","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Associate degree (e.g. AA, AS)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/13/19 11:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In the lab I was working in","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Open source","What do you like least about using R?":"Nothing ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian, White, Pacific Islander","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Systems Administration, Data Engineering","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The package ecosystem","What do you like least about using R?":"The tidyverse forcing you into english syntax, makes it harder to teach it in Spanish","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Systems Administration, Data Engineering","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, Hispanic/Latinx","In what country do you currently reside?":"Puerto Rico","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":9,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"RStudio Instructors Call"}
{"Timestamp":"12/13/19 11:35","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like that all my analyses are easily reproducible.","What do you like least about using R?":"It is frustrating to be on the steep learning curve, especially having been quite proficient in SPSS.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"Authorware","What year were you born?":1985,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 11:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproduceability, and that it copes with big data way better than Excel","What do you like least about using R?":"Cryptic error messages, and that package or version updates <can> brick previously working code..","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SQL","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1963,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical Data Specialist","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/13/19 11:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Efficient tools are almost always available ","What do you like least about using R?":"Deep understanding required to use R well","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Julia","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Head of Fraud Prevention and Advanced Analytics","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can do anything! And then repeat it!","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Documenting code and its output. Not publication ready, but full reports.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Environmental Science","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The availability of resources, the price, and the community","What do you like least about using R?":"base-R inconsistencies, making it hard to teach","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"Staff scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R-community and %>%","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"When I started in 2008, there weren't many books or online materials for learning R","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vast capabilities","What do you like least about using R?":"Programming with tidyeval is still a nightmare","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, rmarkdown Reports and Excel files (written from R) shared with colleagues","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating PDF reports for colleagues","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, FORTRAN, Pascal, Basic (yes, I'm old)","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Strategic Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 12:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"No obstacles. I like learning new things.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Building packages","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), vim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"The fact that it is functional means that you can work proficiently with R for years and still learn new things","What do you like least about using R?":"The tidyverse religion is fucking annoying","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Cranberries (why on Earth is this not in the list!?)","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Published r packages, scientific journals (why is this not on the list!?)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating pdf reports (why on Earth is this not on the list!?)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/13/19 12:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How many helpful tutorials/people answering questions there are online ","What do you like least about using R?":"Some tools and packages for statistical analyses aren't intuitive so it takes me awhile to learn. Also there are sooooo many packages that I feel like I don't even know what's possible sometimes haha (but that's not really a bad thing).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Sometimes I share visualizations on social media","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"From other people, their code or asking questions","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's flexibility, reproducibility, openness and the supportive community.","What do you like least about using R?":"The overwhelming feeling that there is so much to learn.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"NHS-R Community blogs and giving presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"producing html reports to share by email","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SQL","What was the FIRST computer language or tool that you learned?":"SQL although strictly speaking that's a relational database language!","What year were you born?":1977,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Information Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can solve most any problem.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health and Wellness","What is your job title, if any?":"Manager, Data Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"there was not much documentation available when I started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the supportive and friendly community","What do you like least about using R?":"it's gotten SO BIG... great that there are so many packages, but i can be a challenge to find \"the right one\"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, #rstats twitter","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"data wrangling or interfaces to external systems","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1976,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior Vice President","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"data.table: so fast and intuitive ","What do you like least about using R?":"Datetime and string operations could be improved","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Rmarkdown html docs emailed out","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Html docs (not dashboards)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau, Visual Basic, Stata, SQL, CCL","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior data analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Documentation in the community","What do you like least about using R?":"Some simple descriptive statistics not as easy as with Stata.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, websites for data collection","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Python, Stata","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 12:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive, free, availability of resources/open resource community, ","What do you like least about using R?":"Having to find exactly what I am looking for. If there were easier, structured ways to learn what I want to do. On the job learning can be pretty chaotic. Most workshops around me are too focused on genetics and tidyverse - very little on my work with time series and modelling. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 13:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"At university, as part of an ecological statistics course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It can do practically anything, and the community is absolutely amazing if one runs into a problem.","What do you like least about using R?":"Sometimes the error messages can be a bit cryptic.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Bulgaria","What industry do you work or participate in?":"Research","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 13:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's very good for data analysis specific tasks.","What do you like least about using R?":"Deploying stuff without the support of an enterprise can be pretty difficult.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, As a SQL/python/javascript workbench","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 14:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like its powerful visualization tools, which is central to my job. I also like the R community and its helpfulness. ","What do you like least about using R?":"Some statistical analyses require a lot of extra work to check assumptions whereas a program like SPSS gives you all the output necessary to make a decision. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, Adobe Illustrator","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Visualization Researcher ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 14:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community, lots of help available online","What do you like least about using R?":"Can be hard to debug installation issues like java package requirements and rgdal, hard to work in environments without internet connectivity even with miniCRAN package","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com, R package documentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications, Embedded in internal reports or reports for clients","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating reports, mail merge type functions as well (creating many documents based on data)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Statistician","Which category best describes the work you do?":"Statistician","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 15:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"supportive community","What do you like least about using R?":"developers prefer Python to R when it comes to production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R-Ladies slack"}
{"Timestamp":"12/13/19 16:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Iran","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 16:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The almost unlimited possibilities of data I could get in and how I could use it","What do you like least about using R?":"The fact that I'm really not that good at it...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Pascal (long ago)","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Audit and research radiographer ","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/13/19 16:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"expressive","What do you like least about using R?":"a little slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, create internal docs and briefing documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 17:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data wrangling in tidyverse","What do you like least about using R?":"The debugger Leaves a lot to be desired","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Big stack of R books on my desk","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Stack overflow","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Visual Basic, Lisp, FORTRAN, perl, postscript, octave","What was the FIRST computer language or tool that you learned?":"FORTRAN ","What year were you born?":1955,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 19:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Steep initial learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/13/19 22:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"using .R pages together & connectin from Github/command line","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the ease and visualization of R studio and how easy it is to make into markdowns.  I love that it's not spacing contingent","What do you like least about using R?":"creating re-usable variables aren't so easy like in bash scripting using $var1","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, When they're suggested for a question on stack exchange","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML pages that my colleagues can view the graphs from ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab, bash","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"nonbinary","I identify my ethnicity as (select all that apply):":"White, Native American","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/13/19 23:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Formal college course then self-taught afterwards.","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, Google Sheets","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, PHP, Python, Ruby, Julia","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 2:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, blogging ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"exploring medium sized datasets","What do you like least about using R?":"base R sometimes tries to help you in unintuitive ways, NSE can be a tad bit confusing to learn","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing, cloud stuff","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"tech","What is your job title, if any?":"senior person","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 3:00","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1976,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Nigeria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Business Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/14/19 4:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R4DS slack channel","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Macedonia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Finance Manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 7:10","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Huge community producing resources to help me learn more ","What do you like least about using R?":"Error messages often don't help me work out where I'm going wrong ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1972,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical Network coordinator ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/14/19 7:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Create markdown files","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Cloud data flow","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/14/19 10:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Non-binary","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 12:23","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:23","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:23","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:23","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:28","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:28","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:29","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:29","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:29","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 12:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"School","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, App","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"R can do all","What do you like least about using R?":"Time running for huge data amount","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1897,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"France","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Head of data science and strategy - financial services","Which category best describes the work you do?":"Data science","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/14/19 12:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Rstudio ide, what else?! ","What do you like least about using R?":"The cryptic error messages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1978,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"It project manager ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 12:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","What do you like least about using R?":"Package discovery can be difficult ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Rladies","How do you share the results that you create in R? Check all that apply.":"Twitter for fun. Rmarkdown docs for work","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Reports in docx for firm leadership ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1965,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Legal","What is your job title, if any?":"Senior Marketing Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 12:46","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server Pro, GIS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 13:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Lack of statistical knowledge","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Html, CSS, Git ","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 13:18","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 13:18","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 13:19","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 13:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R user community","What do you like least about using R?":"The R language","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1989,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Education","What is your job title, if any?":"Doctoral candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 13:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Free","What do you like least about using R?":"Hard","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"M&e","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 13:58","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility ","What do you like least about using R?":"Nothing i can think of","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1992,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Uganda","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 14:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I feel certain difficulty to use keras and deep learning, stuff which is generally done in pyrhon","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its the best for statiaticians","What do you like least about using R?":"Some erros are difficult to track","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx, Prefer not to answer","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Statistical analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/14/19 14:46","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), RStudio Server, SAS, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It doesn`t have all of the computer science languages limitations","What do you like least about using R?":"It could be more integrated","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Computer Vision","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, Power BI","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Associate Systems Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 15:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The among of packages","What do you like least about using R?":"Interaction with others statistical software, for instance Stata or Python.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Chile","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant research","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 15:26","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"You can share your script so that you get help easily.","What do you like least about using R?":"The documentation of packages are sometimes not very clear and are only in one language (English).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Nothing.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Sharing results of analysis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Cameroon","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 15:27","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 15:27","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 15:27","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 15:27","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 16:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"A mix of finding packages and getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, GIS","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"If google a bit there is a package for almost anything","What do you like least about using R?":"The syntax and convention can be hard in the beginning. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Don't use rmarkdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Testing of apis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Product manager, previously analyst","Which category best describes the work you do?":"Product manager","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 17:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding the time/space to use it daily","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility & power","What do you like least about using R?":"Isolation - others in my work environment do not use","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, googlesheets, slides (using officer/googledrive/googlesheets packages)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Nonprofit (public library)","What is your job title, if any?":"Quantitative data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0.5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 18:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"underscore for asigment (it was a long time)","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, fun","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"So much packages, the community, the material available online","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, my documentation for student","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, pdf without pagedown, HTML docs","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, teaching","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"basic or logo, i don't remember","What year were you born?":1977,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/14/19 19:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/14/19 19:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The feeling that every analysis is possible","What do you like least about using R?":"It takes time to learn simple procedures","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Still not sharing","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"France","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Consultant in Social and Public Action","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/14/19 20:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 0:36","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 0:36","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 0:36","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 0:37","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 1:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Econometrics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Shinyproxy","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The fact that I can virtually do anything related to data science using one environment ","What do you like least about using R?":"Single threaded and no type stability ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Need to run someone else code to compare some results","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Emacs lisp","What was the FIRST computer language or tool that you learned?":"OCaml","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Senegal","What industry do you work or participate in?":"Humanitarian assistance/Non profit ","What is your job title, if any?":"Statistical consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 1:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 1:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 1:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 4:56","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 4:56","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 4:56","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 4:57","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 6:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Size memory limitation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Woman ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Growth Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/15/19 7:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The language","What do you like least about using R?":"Packages organization","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Congo, Democratic Republic of the","What industry do you work or participate in?":"Research","What is your job title, if any?":"Lecturer ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 7:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"how R executes the code","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's robust, easy to use and can be used to almost anything","What do you like least about using R?":"It can be quite slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 9:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis, Writing blog posts","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Community infighting","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/15/19 9:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"an initial in-person course and then just books & online documentation","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"the materials at the time assumed the audience were programmers and not scientists who know stats/matrix algebra","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"it's easy to use data.table to slug and manipulate large datasets then visualize in ggplot2 and run stats/models on ","What do you like least about using R?":"The push to use dplyr, tibbles and the rest of the tidyverse. I use data.table and end up spending more time than I should fixing incompatibilities and bugs because others simply assume that EVERYONE uses tibbles and dplyr. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, stackoverflow","How do you share the results that you create in R? Check all that apply.":"Email, PowerPoint/google docs ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, getting jobs... apparently it is assumed (along with somehow mandatory use of the tidyverse) that EVERYONE MUST USE markdown or notebooks. ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Basic (the choices above really show the age of the person who wrote this survey)","What year were you born?":1970,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RLadies slack channel"}
{"Timestamp":"12/15/19 10:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"nothing","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"complete mindset","What do you like least about using R?":"not being used for industry reasons or production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Egypt","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Software Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Optimization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Pulp and Paper","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization capabilities","What do you like least about using R?":"Lack of support for neural network building","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Graphics ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Rougher reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, SAS, SPSS, Perl Fortran PL1 Basic ","What was the FIRST computer language or tool that you learned?":"PL1","What year were you born?":1960,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor of Health Systems ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), STATA","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The availability of well maintained packages for almost anything I need.","What do you like least about using R?":"The lack of easy (i.e. one line/argument) solutions to some very common problems in my work, especially compared to the ease of doing this in STATA.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS, STATA","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:41","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualizations","What do you like least about using R?":"Error messages can be unclear, especially when using database connections ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Economist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The community is very kind","What do you like least about using R?":"Feeling sometimes like there might be more efficient ways to do things that I don't know because it's hard to find material for slightly advanced learner's.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Genomics, pipeline development with snakemake","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"The way R handles data by using RAM","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Guthub","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Many ways to do something ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-doc fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"power of base R (no need for imports boilerplate like Python), scalability, community","What do you like least about using R?":"string manipulation is clunky","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R packages built for search such as the sos package, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Matlab, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Active community ","What do you like least about using R?":"My own lack of statistical knowledge ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Psychiatrist","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's good for quick data analysis","What do you like least about using R?":"Can be slow when working with large data","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:46","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and possibilities","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, SPSS","What was the FIRST computer language or tool that you learned?":"Html","What year were you born?":1990,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is intuitive and powerful","What do you like least about using R?":"Convincing my colleagues to use it too","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its flexible and creative work.","What do you like least about using R?":"Documentation that sometimes is made by experts FOR experts (who do not really need the help)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"7","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Time to practice","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to manipulate data","What do you like least about using R?":"Odbc connection issues","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic (C64)","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Sr director of strategy and analytics ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Free cost","What do you like least about using R?":"Not enough capabilities in base deliverable, always need more packages than in base distribution ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran 66","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Predictive Modeling Analyst ","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Time to practice","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to manipulate data","What do you like least about using R?":"Odbc connection issues","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic (C64)","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Sr director of strategy and analytics ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy it is to express statistical ideas","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Tableau, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization tools and robust dev community","What do you like least about using R?":"Resistance from colleagues ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Reports for business","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Html","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and amount of resources made publicly available","What do you like least about using R?":"Dependencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"France","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Assistant Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics, Scripting analyses with other external software","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Perl, Julia","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1994,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate research assistant ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Hidden data type transformations","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Stackoverflow","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate Researcher","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Exploratory data analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Notepad++","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Productivity and terseness of the language, particularly when using RStudio for exploratory data analysis","What do you like least about using R?":"Lack of standardization in naming function and parameters","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Answers in StackOverflow","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, File processing; Automating external tools","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Visual Basic, C#, F#, Scala, Shell scripts","What was the FIRST computer language or tool that you learned?":"Quick Basic","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Aerospace","What is your job title, if any?":"Product Development Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Libraries","What do you like least about using R?":"Ram consumption (Rstudio)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"By taking new MOOC classes","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data frame manipulation, especially in tidyverse","What do you like least about using R?":"Application development","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 10:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"It's a good basic scripting language for statistics and handling tables of data.","What do you like least about using R?":"Weird function syntax that does several things in one line of code. I.e. family of apply functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, PHP, Python, Elixir","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Google, stackoverflow, R bloggers, R-help Digest","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Friendly, helpful online community of fellow users","What do you like least about using R?":"Useless error and warning messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, Twitter #rstats","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Twitter #rstats","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Twitter posts","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic, Pascal, Assembler, Fortran, FAME, APL","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1949,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and tidyverse","What do you like least about using R?":"Can be difficult to find documentation online about some error codes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, SQL and VBA","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility, I can usually implement a solution in a way that makes intuitive sense to me given the problem. ","What do you like least about using R?":"If my problem really wants strong object orientation, none of R's solutions are ideal, particularly when contrasted with Julia. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau, Visual Basic, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Arab","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Energy ","What is your job title, if any?":"Principal Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"With tidyverse you can write extremely human-readable code","What do you like least about using R?":"sometimes a thing takes forever to run, then in the end fails","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight i think?","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"cis female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1976,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Chief of Staff","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Stan","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to get started; versatile (packages); community","What do you like least about using R?":"Packages not always backward compatible","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Sharing research results with colleagues","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"University Professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility ","What do you like least about using R?":"Variation in syntax across packages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eights","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, Creating pdf supplementary documents for publications. ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Research","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Geospatial","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community, ease, integration with geospatial, constant growth","What do you like least about using R?":"Difficulty to do parallel processing, this should just be standard now","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Manager Geospatial Data","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"easy to use and great help available from community when you run into problems","What do you like least about using R?":"poor documentation for some packages (usually niche ones)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Charity","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can do damn near anything in R, and it's wonderful. :) ","What do you like least about using R?":"It's been 5 years and I still struggle to understand a lot of error messages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, File wrangling or pipelines (genetics software that's not R-based)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, does bash count?","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1987,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Google sheets","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The combination of the tidyverse and R-Markdown is just unbeatable","What do you like least about using R?":"lists","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Haskell, Fortran, Lisp","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Celtic-European","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Chief Clinical Information Officer","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Senior Insights Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:16","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data cleaning ","What do you like least about using R?":"Data structures ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Slack chsnnrl","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Web sceaping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, Ruby, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1957,"What gender do you identify with?":"Femsle","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Journalism","What is your job title, if any?":"Reporter","Which category best describes the work you do?":"Reporting ","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Library for almost everything and it's community support","What do you like least about using R?":"Dependencies over system memory","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"At the time the only resources for help were the mailing lists","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility and statistical abilities","What do you like least about using R?":"Memory management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Scientific use","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Google earth engine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Linux bash","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1978,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Not part of an institutional education program","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's free","What do you like least about using R?":"Nothing in particular","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, PHP, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Software Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of use","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating data validation reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of running linear models (lme4), making beautiful plots with ggplot, how there is a package for everything ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Organizing data analysis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Efficency","What do you like least about using R?":"Writing complex functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Other people not using it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic, FORTRAN ","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:26","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Independently, then university course work","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot","What do you like least about using R?":"Computing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, C#","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1999,"What gender do you identify with?":"m","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Indian","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Incredible usefulness in visualization and data wrangling and its seemingly endless capabilities from the wide variety of packages","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Lab technician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), Eclipse StatET","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Visual Basic, Perl, Julia, Clojure","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/15/19 11:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis, Big Data","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"By statisticians for statisticians. It allows me to think mainly about my problems, not my tech stack.","What do you like least about using R?":"Missing support for big data and enterprise software.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Some rmarkdown report.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides, Word, HTML and pdf reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Real time data analytics and big data applications","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"European","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Senior technical consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Classroom assignments","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Cis male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ease of chaining function calls together, such as in ggplot2 and using the pipe operator. (I appreciate this about R even more now that I'm learning python....)","What do you like least about using R?":"My first \"language\" was Excel, so the lack of ability to directly interact with data via point-and-click and edit individual entries is frustrating sometimes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Cis male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Risk Modeling Analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive data transformation and plotting plus reproducible data analysis. ","What do you like least about using R?":"Base R data types","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:39","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Having to think about what I'm doing and why and making explicit analytical choices.","What do you like least about using R?":"It's a new language to me and learning is slow and sometimes painful!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Haven't produced anything I'm confident to share yet.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating html documents for assignments.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Masters Student","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data visualisation","What do you like least about using R?":"Unclear error messages!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), PowerBI","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Workflow in tidyverse, with the pipe every data transformation/function or a simply rearrange/select is readable.","What do you like least about using R?":"Finding answers for error messages :-)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1964,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Informationmanager","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Fun and general programming","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The community","What do you like least about using R?":"The naysayers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating analysis documents to share.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Admin and infrastructure tasks","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, Javascript, PHP, Python, Ruby, Bash","What was the FIRST computer language or tool that you learned?":"Bash","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Engineering manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can do everything!!!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Visual Basic","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Exploratory Data Analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's a very elegant language, with a 'grammar' I understand, and it's very powerful in just a few commands (for the most part)","What do you like least about using R?":"Documentation is often a little confusing, especially since examples immediately go to the most complex implementation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1982,"What gender do you identify with?":"Genderqueer","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"A (mostly) functional approach to working with data","What do you like least about using R?":"All the inconsistencies (mainly due to it having evolved for a relatively long time)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, Matlab, PHP, Python, Ruby, Swift, Tableau","What was the FIRST computer language or tool that you learned?":"Basic (not the visual kind, the 80:s kind)","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse philosophy ","What do you like least about using R?":"still very slow. and Rstudio crashes when trying to stop script execution.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arab","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Telecom","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 11:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"No one thing","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Documenting workflows","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source","What do you like least about using R?":"Syntaxe and inconsistency. Documentation of packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript, PHP","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1981,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"2012","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's flexibility to handle most any task","What do you like least about using R?":"Trying to figure out which package to use","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Blog using distill","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis, mapping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"open source community","What do you like least about using R?":"managing package versions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Research","What is your job title, if any?":"associate professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Universality. Useful in psychometrics.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Just learnt it","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"It can carry out any statistical test. ","What do you like least about using R?":"You have to learn to code. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"I do not share my results. ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher and research assistant.","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its flexibility","What do you like least about using R?":"Its syntax","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arabe","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"Phd -student","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"easy to handle","What do you like least about using R?":"error messages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Amazigh","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is open source ","What do you like least about using R?":"Finding packages ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1961,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Director council of statistics ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The ease of access to detailed documentation.","What do you like least about using R?":"pane layout limitations in Rstudio","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Construction","What is your job title, if any?":"Senior predictive analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"use it or lose it'---failure to retain knowledge when learning interrupted by week+ gaps of work at my actual job","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"potential for genomic analyses","What do you like least about using R?":"my failure to make progress due to problems at my end, failure to do some every day","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1954,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"chief medical officer","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Having always packages to do the job","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arab","In what country do you currently reside?":"Luxembourg","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Senior Analyst Statistical Forecast","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community support, and development of new packages and modernization of the language. ","What do you like least about using R?":"Finding documentation/support for esoteric or inconsistent syntax issues. There seems to be a void between beginner/intermediate materials and expert materials. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Head of Research","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:32","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like the R language","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1987,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"Arab","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Controller ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Needing to develop a package but not knowing how; not understanding statistics enough","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Prototyping novel methods and easy data analysis","What do you like least about using R?":"Language irregularities, lack of performance","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Staff Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's fairly easy to work with linear algebra","What do you like least about using R?":"Overwhelming options for doing the same thing without clear difference","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:36","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Berber/Kabyl","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Sales Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, RStudio Connect, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"rstudio","What do you like least about using R?":"Rcmdr","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"3","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 12:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's interesting--interesting syntax, ideas, produces interesting results.","What do you like least about using R?":"Never feel like I know what to do to get what I want, although I usually get there eventually.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Books","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, general programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1971,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"University","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualisations","What do you like least about using R?":"Not always straight forward and logical","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Conferences","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, PHP, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Nonbinary or female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate and teaching assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 12:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"non consistent use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"rstudio, tidyverse","What do you like least about using R?":"handling dates","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":". ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"webdev, automation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, Visual Basic, c#, ","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, White, amazigh","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"sales intelligence position","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 13:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vectorized functions","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Swift, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Teacher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:12","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's an almost complete place where I can modify and analyse data. Specially using many kind of graphics for any purpose.","What do you like least about using R?":"I feel the language is somewhat differente from Python, C and many other computer languages. I'm saying this because I was able to learn Python much more quicklier and easier than R. But it could be that I didn't get a good explanation about the sintax and the language itself of R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Analyst Junior","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/15/19 13:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Prof of psychology","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Graphics","What do you like least about using R?":"Syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1959,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Analytics Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arab/Berber","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 13:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The friendly community","What do you like least about using R?":"Bad documentation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1964,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community support","What do you like least about using R?":"I wish more packages included real world examples. Normal documentation often describes how a function works, but not how to use it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Psychometrician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community","What do you like least about using R?":"No answer","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Telecommunications","What is your job title, if any?":"Business Intelligence","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/15/19 13:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"No obstacles.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Junior consultant ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Process Automation ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The packages","What do you like least about using R?":"Examples of production development ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Process automation ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"FORTRAN ","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Project Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:40","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend R to a colleague, friend, or family member?":1,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Desktop Pro (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and the focus on data work.","What do you like least about using R?":"Package inconsistencies. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"csv and excel files","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, SQL Developer","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1878,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Business Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Not having the advanced math knowledge to truly understand methods and outcomes","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Building publication-quality data visualizations","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Plotly","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Journalism","What is your job title, if any?":"Editor","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Versatility ","What do you like least about using R?":"Handling errors ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"eight\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Nigeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 13:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Its community and the fact that everytime I need a specific function I find someone that already created it in a package.","What do you like least about using R?":"More specific to Shiny that I use a lot. I don't really like the syntax and the number or nested commas.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"France","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 14:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Opens a whole new world of data analysis that lets me leave my colleagues behind","What do you like least about using R?":"Forgetting simple syntax during data transformations","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Pascal ","What year were you born?":1966,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 14:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility.  I have yet to find a situation where I could not use R.","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1956,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 14:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization ","What do you like least about using R?":"Error messages are not always helpful","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, School assignments that require R","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Graduate Research Assistant ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 14:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility and the open source concept ","What do you like least about using R?":"Complicated error message","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Developper","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1000,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 14:41","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analytics engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 14:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating short drafts for collaborators","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The supportive community!","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility of the complete data analysis pipeline. ","What do you like least about using R?":"backwards-compatibility-breaking changes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SPSS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1960,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Epidemiologist/Biostatistician  ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Dealing with incompatibilities/issues stemming from package updates","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Reports of my analyses","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis, Data scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its free, started learning R as a grad student when my SPSS trial license expired. Couldn't afford to buy statistical software license.","What do you like least about using R?":"Its improved tremendously over the years, I do wish debugging was easier + more packages for data scraping.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Text processing, Data scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Html","What year were you born?":1985,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Fun","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It has everything ","What do you like least about using R?":"Slowness, RAM issues ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SPSS, Scala","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Israel","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Agriculture","What is your job title, if any?":"Head of Data & AI","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Lots of packages to use for different things","What do you like least about using R?":"Memory","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Swift, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic qbasic and gwbasic in dos","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Md","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide tool spectrum, from reports to GIS via RStudio","What do you like least about using R?":"Nothing ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1953,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior property appraiser/negotiator","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and reproducability","What do you like least about using R?":"That it is so different that python and perl which is what the rest of my group primarily uses (I only know R so I struggle when I have to use these languages).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, perl","What was the FIRST computer language or tool that you learned?":"perl","What year were you born?":1984,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"postdoctoral fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:32","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I feel like there are unlimited things I can do with R as long as I learn how to do it. With so many packages and documentation, I assume that I can do whatever I need to do. I typically use SAS but I feel limited with the lack of data visualization options so R provides some relief in that area.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community. People using R were the most friendly instructors for me.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD Candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Reproducible Research","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, all data analysis. i never use scripts any more except in shiny apps","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"non-binary","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Forgetting about for() and if().","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Package richness and modularity","What do you like least about using R?":"The need to change versions often","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, Perl","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 15:55","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"%>%","What do you like least about using R?":"Nothing specific so far","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Have not shared yet","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, C#","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior software engineer ","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of learning programming.","What do you like least about using R?":"High learning curve.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learned thinking it might be a direction we should go at work. Biggest obstacle was difficulty getting large XML dataset to a usable state. (XML2 and a volunteer saved me) saved me.)","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Feeling like I'm not doing things in the best way","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1972,"What gender do you identify with?":"Cis woman","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Non profit (homelessness)","What is your job title, if any?":"HMIS Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Plenty of packages, easy and professional visualization, easy syntax","What do you like least about using R?":"Memory managment","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Genomics, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"MENA","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 16:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","What do you like least about using R?":"Difficult to get started ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Internal presentations ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Commodore 64 basic","What was the FIRST computer language or tool that you learned?":"Commodore 64 basic","What year were you born?":1981,"What gender do you identify with?":"Gentleman ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Anaesthetist ","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Svp","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/15/19 16:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Program Manager","Which category best describes the work you do?":"Legal","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Nigeria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/15/19 16:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Native American","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 16:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In grad school ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I know it so well I feel I can do most anything","What do you like least about using R?":"Customizing reports/slides with CSS or Word template","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Reports in word","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Social sector nonprofit","What is your job title, if any?":"Sr Director of data science","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:03","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"Still very new","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Deputy Chief Pharmacist","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), PostgreSQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"great graphics","What do you like least about using R?":"opaque error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, conference papers and posters","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"PostgreSQL","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1951,"What gender do you identify with?":"m","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Director of Archaeology","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Thermodynamic","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The variety of packeges. The functionnal programmons ","What do you like least about using R?":"Python threats","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Word document","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Julia","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Development engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Senior Vice President","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Student","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's the language I know the best","What do you like least about using R?":"No one else at my work uses it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"I use R markdown for inline documentation of my projects and reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research planning analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, R Markdown document creation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Research","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Package/function documentation ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 17:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"original basic","What year were you born?":1966,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"institutional research","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":""}
{"Timestamp":"12/15/19 17:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community, visualization, ease of data wrangling and shiny","What do you like least about using R?":"I think the documentation is not well presented, it's not beginner friendly (except vignettes)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Data science blogs such as Medium, towardsdatascience","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arab/North Africa","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/15/19 18:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy implementation of complex statistical analysis ","What do you like least about using R?":"Some error messages are not suggestive about what the solution could be","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, API applications ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Costa Rica","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist Jr","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 18:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is a great variety of options and I love the community ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Very simple tasks","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1984,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Peru","What industry do you work or participate in?":"Education","What is your job title, if any?":"Director of data analytics for educational quality","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 18:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, SQL","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 18:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data oriented","What do you like least about using R?":"Inconsistencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Consultancy","What is your job title, if any?":"Data science consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 18:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Got a grad student/co-author to help write code ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Never enough time to really learn ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Planning to use OSF but not ready yet","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, Tcl, perl, awk, cshell, Tutor, also  special purpose scripting languages; also dabbled in Pascal, FORTRAN, and C/C++","What was the FIRST computer language or tool that you learned?":"Tutor, Apple Basic, for a class, learned together ","What year were you born?":1969,"What gender do you identify with?":"Cis male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 18:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It keeps getting better, it has the most advanced/latest statistical methods, the community is great, and of course it is free.","What do you like least about using R?":"It can be difficult to figure out which of the many available options is suitable for conducting a particular analysis at least for beginners.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 19:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Spatial data,shiny app,scraping ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Graphics,leaflet 3d.s","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, My own pc","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Ruby","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Arab","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Spatial data analysis","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Community Algeria R users groupe"}
{"Timestamp":"12/15/19 19:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse syntax is very intuitive","What do you like least about using R?":"Code breaking when packages update","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Political data","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 20:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and ggplot2","What do you like least about using R?":"Not as many jobs require R as other languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, Perl, bash","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Bioinformatics scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 20:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Large number of different ways of achieving the same end - I knew what I wanted to do, but it took a while to realise that many stackoverflow questions has a 'recent tidyverse' answer somewhere if you scroll down far enough.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Using APIs to get data","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Have asked on Twitter #rstats a couple of times when web search did not help and I was really stuck","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, 'R weekly' email newsletter","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"BBC BASIC","What year were you born?":1978,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"medical writer","Which category best describes the work you do?":"writer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 20:29","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 21:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Asian, White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Health specialist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 21:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Beginners friendly community and tidyverse concept really helps adoption","What do you like least about using R?":"Though reticulate helps, most of the innovation in my area of interest (NLP) and natively Python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic, Spotfire DSL","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 21:56","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The control that I have to manipulate and transform my data","What do you like least about using R?":"I get confused when I try it find answers On stack overflow or other sites - it takes a few tries to get it right.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Medium.com","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Webscraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"Tableau","What year were you born?":1971,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 22:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1985,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"SAS experience ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility","What do you like least about using R?":"confusing addressing of columns in data frames","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, SPSS, Swift, Visual Basic, fortran","What was the FIRST computer language or tool that you learned?":"assembly","What year were you born?":1949,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Native American","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Retired","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 23:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Documentation of my research","What do you like least about using R?":"Characters as factors when I read CSVs","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 23:03","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SQL Server, CSV flat files, SSIS interfaces","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The data visualization, Rmarkdown, ease of producting a good looking product with code","What do you like least about using R?":"the initial learning curve, and lack of adopting in my public sector agency","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, HTML Wiki's, Reports, other relevant documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Rust, Visual Basic, HTML, CSS, SASS, LaTeX, Markdown, Bash, Git, SQL, VBA","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Associate degree (e.g. AA, AS)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Research Data Analyst II","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 23:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 23:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/15/19 23:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau, Julia","What was the FIRST computer language or tool that you learned?":"Mathematica ","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Aerospace ","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 0:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 0:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Getting support from my IT department ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, PowerPoint presentations to colleagues","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation of projects at work","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Director of Credit Risk Models","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 0:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive syntax","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 0:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Finding elegant ways to do things","What do you like least about using R?":"Finding the right package for a specific task","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Basic on a DEC PDP 11","What year were you born?":1956,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 0:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"An online course kickstarted/introduced me to R, but now I learn most by myself using online resources/docs from several sources","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Committing the time to practice practice practice ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The inclusive and helpful R community!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, SPSS, HTML css ","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 2:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source and great community!","What do you like least about using R?":"Hven't learnt how to do collaborative programming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 2:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax style ","What do you like least about using R?":"Board package list","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, Ppt reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior data analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 2:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 2:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"all of them","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Visualization, Text processing, reproducibility","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"i can find all examples online ","What do you like least about using R?":"too many options, and it is difficult to pick","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Javascript, Matlab, PHP, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Training coordinator","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 2:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"MALE","I identify my ethnicity as (select all that apply):":"North african","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Sales support","Which category best describes the work you do?":"Sales","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/16/19 3:06","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community, RStudio","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Locomotive BASIC","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Attending physician, PhD candidate","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 3:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"slow for loops","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Intern","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 3:59","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Expansive data visualization ","What do you like least about using R?":"Big learning curve","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R packages built for search such as the sos package, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 4:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Amount of control you have over what is going on ","What do you like least about using R?":"Intimidating documentation when trying to use a new package/function ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Assistant Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 4:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility and the multitude of libraries","What do you like least about using R?":"Hmm, also the multitude of libraries - sometimes hard to figure out what will work best","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 4:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Proteomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Because I use R since 20 years and because tidyverse, I am able to think in R like a fluently spoken foreign language ","What do you like least about using R?":"Too many packages doing the same thing. What is the best is often a question for me.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Html reports with .Rmd files from Rstudio","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Ruby, Perl 5, Perl 6","What was the FIRST computer language or tool that you learned?":"LOGO and Basic","What year were you born?":1977,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 4:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it's easy and free.","What do you like least about using R?":"how to know which package i should use\n\n","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"women","I identify my ethnicity as (select all that apply):":"amazigh ","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"University teacher","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/16/19 4:49","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Mplus","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"In compare to a lot of other statistical programs, it is a programming language and therefore offers much more flexibility.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, SAS, SPSS, Julia, Mplus","What was the FIRST computer language or tool that you learned?":"Java","What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R Ladies Slack"}
{"Timestamp":"12/16/19 4:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Effective, efficient, there is (often) a logic to doing things, the amazing community","What do you like least about using R?":"I find the weird clashes between parts of the community a bit unpleasant. I also sometimes feel Python users look down on R without good reason. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Media","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R-Ladies slack channel"}
{"Timestamp":"12/16/19 5:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis, Creating Markdown documents","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Relative ease with which R accomplishes tasks that other statistical software packages could not accomplish at all.","What do you like least about using R?":"Difficulty--particularly for a beginner--in sifting in through (SO) solutions to a problem that are formulated using R's various syntaxes (dollar sign, formula, tidyverse, etc.)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Survey Specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 5:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ease of working with large amount of data thanks to tidyverse","What do you like least about using R?":"Dont understand the structure, where functions are kept and how to change a package (that is on the computer)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Phd student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 6:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source and packages","What do you like least about using R?":"Package Management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 6:42","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"I'm not using it as such - still learning!","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Once you get used to the syntax, it's fairly easy to translate questions into code","What do you like least about using R?":"Some of the packages have names that are hard to remember!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Haven't shared any yet","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"none yet - just while I'm practising exercises, to keep track","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"used it a couple of times for learning purposes","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1968,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 8:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"All the of the above ","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Speed, constant development, diversity of packages, large community of users","What do you like least about using R?":"complex R language especially for beginners, error messages, no proper/easy guidance regarding the use of packages, not quite user-friendly/easy to learn especially for non-tech savvy individuals. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I don't share that...","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"Amazigh/ White North African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/16/19 8:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Fighting organizational battles to get it supported","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1979,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Director of Data Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/16/19 8:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse; shiny; community","What do you like least about using R?":"external opinion (like IT professionals and engineers) about R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/16/19 8:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Versatility","What do you like least about using R?":"Uninterpretable errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Sr. Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/16/19 9:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"-","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eighth ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1988,"What gender do you identify with?":"meal","I identify my ethnicity as (select all that apply):":"algeria ","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Science & Advanced Analytics Manager ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 9:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"IT department wouldn't allow installation on work computer","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The continual introduction of innovations in data science tooling that allows me to do my job better every day. (Note: I am explicitly not saying \"the super awesome diverse and welcoming community\" because the non-R users slag R as a tool by saying \"R users don't care about the tool, just the community.\" The community is what builds those innovative tools, and it becomes mutually reinforcing...the community gets better, which means the tool gets better, which attracts more people, who contribute to the tool, etc.)","What do you like least about using R?":"That I have to continuously push against the IT department's unwillingness to support it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS, Visual Basic, Fortran, APL","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1961,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Provincial Statistician & Director","Which category best describes the work you do?":"I wear both \"data scientist\" and \"manager\" hats","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 9:46","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Health and Social Care service demand","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is well suited to the types of analysis I need to do in my job, the community is fantastic (particularly the vast array of packages) and the visualisations are fantastic. I could achieve some of these elements well enough in other environments (e.g. Python) but R is able to do it all in one well designed environment.","What do you like least about using R?":"That there is often too many 'right' ways to do a job which can be confusing. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Commercial Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 9:52","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It has been really rewarding to learn to code and be able to apply R to work projects. It's been much easier to learn than other languages I've tried like Python","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Google Slides","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SQL, Google Sheets","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Media","What is your job title, if any?":"Digital Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R Ladies Slack"}
{"Timestamp":"12/16/19 9:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"very gentle learning curve","What do you like least about using R?":"many packages aren't optimized for tidy verse (and many learning tools/resources aren't tidy friendly)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, RWeekly","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 9:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse and the community <3","What do you like least about using R?":"I learnt in a non-tidyverse way, and I thought it quite hard to get all the syntax in my head.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents, Writing course notes","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Freelance Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 10:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Personal art","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I really like that the syntax/structure feels clear and easy","What do you like least about using R?":"Geoprocessing feels so, so brittle and I dread having to work with even moderately complicated geometry in R because no package seems to be able to do things like intersect even just two sets of our stratification polygons without creating topological errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"QBASIC","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Ecologist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 10:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Web apps creation (Shiny)","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, DBMS like PostegrSql, MySQL, etc","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The facility it offers to wrangle data. \nData visualization quality\nThe facility to diffuse the analysis through web dashboards and apps\n","What do you like least about using R?":"The language complexity (it seems that tidyverse is a new langage, which I prefer to the native R syntax).\nDependencies problem among the packages ecosystem. (Tidyverse vs other).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"I am starting using python, my main interest concerns web scraping and apps","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Amazigh","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Data analytics start-up that I am founding","What is your job title, if any?":"Business Analyst, founder","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Algerian R users Group"}
{"Timestamp":"12/16/19 10:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Number of packages available, versatility ","What do you like least about using R?":"Complicated documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 10:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 10:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language semantics - nonstandard evaluation and OOP system that is unlike previous languages I knew (Java, C++, python) ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Stan","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"NSE makes for awesome domain specific languages embedded in R","What do you like least about using R?":"Inconsistencies across APIs in naming schemes, function argument patterns (eg order, use of abbreviations, etc). Also how ugly and difficult to navigate the default documentation format is. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Package vignettes, github and pkgdown pages for packages, function documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Misc shell scripts","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, Ruby, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Qbasic","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 10:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fluent tools for handling data","What do you like least about using R?":"People's misconceptions about the language (that it isn't good enough for production, isn't fast enough, etc)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 11:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproduceabilty of analysis.","What do you like least about using R?":"Memory usage","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 11:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse ","What do you like least about using R?":"Tons of different options to do anything ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student Researcher","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 11:14","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Modeling, Visualization, Text processing, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":3,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy get started with. Good documentation","What do you like least about using R?":"I just prefere working with python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Genomics, Medicine, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/16/19 11:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Vague error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 11:27","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, RStudio Connect, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 11:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Dataframes, wonderful community, super user friendly graphing","What do you like least about using R?":"Namespace being dependent on import order","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Jupyter notebooks","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Developer Advocate","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 12:03","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Meetup group","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use R Studio","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Web app development using Shiny","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"The language was very easy to learn as I am a beginner. I picked up this language a lot faster than I did Ruby, which was the first language I learnt. I also had a great meetup organizer that taught us. ","What do you like least about using R?":"Nothing yet. I am still learning. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"I am still learning Python. Hopefully to use it for automation & scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Ruby","What was the FIRST computer language or tool that you learned?":"Ruby","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Operations Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/16/19 12:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, Tableau","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Very approachable language. Also the cleanliness to carry a statistical analysis","What do you like least about using R?":"IDE is not as customizable as I'd like. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Export data to Tableau to visualize it","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Retail (Grocery)","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 12:20","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"can handle big datasets efficiently","What do you like least about using R?":"Knowing what I want to do and not being able to figure out how to do it in R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"making long scripts easier to navigate and document","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 12:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing, IT & Telecom logs processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server, ShinyProxy, Linux bash","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The BEST community I`ve ever met.","What do you like least about using R?":"1. the huge split between \"native R\" and \"tidyverse R\" worlds... in fact it harms more than give a confidentiality about the R future.. 2. memory management, but it`s coming to be fixed in R v4.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Company local Shiny & ShinyProxy Servers","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"nine\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, prototyping models","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, wep scraping, huge data (>>RAM) wrangling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, Perl, bash, awk","What was the FIRST computer language or tool that you learned?":"Perl and bash","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Lithuania","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Customer Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 13:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/16/19 13:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/16/19 13:01","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/16/19 13:09","How would you rate your level of experience using R?":"","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/16/19 13:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:20","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Fear of coding","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and community","What do you like least about using R?":"Hard to know the best way to do something (or even just pluses and minuses of doing something in different ways).  ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lab instructor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio.cloud, RStudio Connect, RStudio Server, RStudio Server Pro, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Client-side interactive plotting is limited","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, interactive visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Sales","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"reproducibility and flexibility","What do you like least about using R?":"cryptic error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic, CSS, HTML, Latex","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Biologist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"R-ladies Slack channel"}
{"Timestamp":"12/16/19 14:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, web scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, VSCode","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community and its diversity of backgrounds, commitment to public knowledge sharing / anti-gatekeeping ","What do you like least about using R?":"it's a bit fast and loose as a language compared to other things","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, i create PDFs and docs but not always using the package/paradigms listed","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"I usually use Python for the odd-jobs that R doesn't do well/well enough. last use case was the cryptography package for some API authentication","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"digital publishing","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Shiny applications, Plumber APIs","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Server, Docker","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Pretty much everything at this point, warts and all.","What do you like least about using R?":"The domain and prevalence of run-once code means that many R users and developers have poor collaborative and software engineering skills.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Building websites *without* blogdown; creating reports; creating README documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Ad-hoc scripting; Ansible","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Rust, Stata; C#","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Availability of different packages, tidyverse, open-source, and the supportive community.","What do you like least about using R?":"Nothing comes to mind","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Ph.D student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 14:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 15:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Git","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Packages","What do you like least about using R?":"Vague errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Git, MongoDB, SQL","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Philippines","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 15:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, simulating probability problems","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"base R vector/list syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Web development (Django)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1957,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Software developer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 15:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's easy and the RStudio interface is beautiful and easy to understand what it is happening","What do you like least about using R?":"When I have to put many arguments in a fuction, but it's ok I understand it's importance","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 15:33","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"j'aurais pr~A(c)f~A(c)r~A(c) que les cours soient en fran~ASSais","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, SPSS, Eviews","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Ses tableau de bord et la simplicit~A(c)","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"sept","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"North African","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Education","What is your job title, if any?":"enseignant universitaire","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 16:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"supportive community","What do you like least about using R?":"sometimes weird things break for no reason","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io, Embedding results in research papers submitted to publications, twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, SPSS, Tableau, Mathematica","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1981,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 16:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Bulk processing of files on corporate systems","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Operations research analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 16:13","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's open source and the possibilities seem endless","What do you like least about using R?":"At the moment everything is taking me too long to do but that's because im a beginner. I'm hoping ill be faster in the future","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Did a course havent had much call for it yet","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1969,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Principal research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 17:36","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"All of this combined at the same time makes it hard. I'm a native english speaker and the documentation is solid but I'm trying to tackle all the other challenges at once.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"There's special syntax to learn for everything. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Looker","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/16/19 17:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse","What do you like least about using R?":"Too many packages to keep up with","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director of Performance and Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 18:12","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is an evolving human centered language that keeps getting better and easier to use for a wide variety tasks.","What do you like least about using R?":"none","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python, SPSS, Livecode","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 18:13","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducible code and Ggplot2 visualisations","What do you like least about using R?":"Remembering the packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher/Researcher","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 21:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Bayesian estimation (a la Kruschke)","What do you like least about using R?":"Lambda functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, PHP, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1980,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Scientist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 21:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community and simple syntax","What do you like least about using R?":"the ability about deep learning","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"general script","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"China","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data mining engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 21:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source makes it easy to share, unlike SAS or STATA","What do you like least about using R?":"Took awhile to understand that base  is different than something like tidy verse.  There was a common method in SAS and STATA.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SAS, SPSS, Tableau, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Assistant Fire Chief","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 22:15","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Visual Studio Code","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Principal Analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/16/19 22:45","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 2:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse. Really","What do you like least about using R?":"database connections, still figuring it out ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Mans","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 4:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Quality control","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Allows me to think about data, not about code","What do you like least about using R?":"Scared about programming with NSE","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in Rmarkdown presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1953,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Uruguay","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 5:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"File is use error message ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Learning the language","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Fortran ","What year were you born?":1962,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 6:02","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Detailed documentation","What do you like least about using R?":"I don't understand error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 6:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can write clear code to accomplish data transformation and analysis tasks.","What do you like least about using R?":"There is a big conceptual learning curve once you start doing more advanced things.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Create HTML and PDF reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS, Tableau, PowerBI","What was the FIRST computer language or tool that you learned?":"Commodore 64 BASIC","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Institutional Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 7:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can do almost anything you can think of. Also, my learning process went much faster when I started participating in the community, particularly via Twitter.","What do you like least about using R?":"Searching for the right package, interpreting documentation.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML outputs to publish in Rpubs for TidyTuesday and other community instances.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Uruguay","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 7:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Lack of proper motivation especially at Africa Undergrad universities. I hope Rstudio can really do something about R student clubs.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R is simple and how it has specific packages to do specific tasks","What do you like least about using R?":"Lack of a lot of reference materials especially in Machine learning and NLP","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Tableau","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Education","What is your job title, if any?":"I am an undergrad Engineering student","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 7:44","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I find it very intuitive","What do you like least about using R?":"Debugging is not straightforward","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"postdoctoral researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 8:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The user community is much friendlier than other languages and much of the documentation acknowledges that users likely don't have a background in computer science.","What do you like least about using R?":"Error messages are unhelpful","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Researcher","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 8:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Help from Community","What do you like least about using R?":"Upgrading to a new version","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Experimental Paradigms (Stimulus Presentation)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 8:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Quick way to visualize data","What do you like least about using R?":"Perhaps package management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Mode Analytics","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Telecommunications","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 9:05","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Python, RStudio.cloud, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Experimental Paradigms","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/17/19 9:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Always learning and improving","What do you like least about using R?":"Making mistakes with syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Sql","What was the FIRST computer language or tool that you learned?":"Sql","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Assistant statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Medicine conference","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 11:24","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Student Worker within Supply Planning","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 11:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Instant feedback","What do you like least about using R?":"Difficult to keep code clean and readable","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 11:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love the community - if I don't know something, I feel safe to ask how to do it.","What do you like least about using R?":"People who don't use it don't understand the tool or what I'm using it for.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"CX Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/17/19 11:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Through Dedan Kimathi University of Technologhy R Community ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its help tools ","What do you like least about using R?":"Nothing ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"None","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/17/19 12:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"applying it to the problem i'm attempting to solve","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Ruby","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Director of Optimization","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 12:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 13:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Sometimes there are too many ways to do the same thing","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Nonbinary","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Research Data Specialist","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 14:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"MD Pathologist","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 14:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Keeping notes, making slides, making graphics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio.cloud, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Too many things. R's elegance.  The community. The language. ","What do you like least about using R?":"Dorks who say \"R is slow\" or \"Python is eating R\" but have never tried it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, I use it to create a log of the code I run so I can check it and the data.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, Ruby, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 15:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Basic, Pascal","What year were you born?":1972,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Senior Reporting Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 15:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community","What do you like least about using R?":"base r inconsistency","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"quant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 15:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), R Medicine conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 16:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I've had some fairly esoteric use cases for R and have yet to encounter something for which it had at least a satisfactory if not elegant answer","What do you like least about using R?":"There have been two instances in which I've had to use other languages because execution in R was too slow (regex on a massive XML file and bulk upsert into a remote Postgres database)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Sr. Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 16:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's the shortest path between and idea and insights. You can have an idea of an analysis you'd like to perform and you can type it out at the speed of thought within the tidyverse.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Iceland","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 16:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Python, RStudio.cloud, RStudio Desktop (IDE), Shiny Server, Shiny Server Pro, shinyproxy","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Science Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 17:06","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":3,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Years","How do you think you would go about the process of learning R?":"By myself using a book or online documentation that is not part of a formal course","Which statement most closely reflects the primary reason why you are interested in learning R?":"I would like to use a specific R package (e.g., ggplot2, caret, rmarkdown)","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Data transformation, Text processing","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Microsoft Excel, Apple Numbers","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Lisp","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Religious","What is your job title, if any?":"Pastor","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 17:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1973,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"team leader","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/17/19 17:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The feeling of power! With R on your side, nothing is impossible. Muhehe!!!","What do you like least about using R?":"Many (too many) ways of achieving the same thing. Tidyverse & base R, right & left hand assignment, dplyr & data.table, ggplot & plotly...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1976,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 17:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Hadn't learned a functional language before","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"The obscurity of many of the function descriptions that often assume knowledge that isn't obvious to the user","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, Tableau, Haskell","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1947,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 17:39","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":3,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Months","How do you think you would go about the process of learning R?":"Through an online course or courses (e.g., Coursera, edX, Datacamp)","Which statement most closely reflects the primary reason why you are interested in learning R?":"I would like to build interactive applications (e.g., Shiny applications, dashboards, web apps)","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Visualization, Machine learning, Text processing","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Matlab, Microsoft Excel, Python","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Time ","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight n7awas","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":2000,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Engineering ","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/17/19 18:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, PHP, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/17/19 21:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Its flexibility","What do you like least about using R?":"Don't have real naming conventions","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documents (not with pagedown)...","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python, SPSS, Shell, awk...","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/17/19 22:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"getting used to emacs","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"flexibility","What do you like least about using R?":"irregularities on design","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 0:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The workflow and the need to consider problems computationally","What do you like least about using R?":"Difficulty in parallelization","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1972,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 2:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Technical marketing manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 2:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"All the packages","What do you like least about using R?":"The lack of proper documentation in a lot of packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 2:56","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python, Swift, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"India","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 3:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 3:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Breadth of packages, community, it's kind of easy now, consistency of most things, development speed","What do you like least about using R?":"Finding the right way to do things, some error messages, perception of free software not being good","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Data engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 4:39","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's fun and flexible","What do you like least about using R?":"when I don't understand the documentation, or when I know what I want to do but can't figure out how to","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, Reports, internal to organisation and external (customers)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1898,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 4:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"In 2002, it was still hard to find good learning materials. I was lucky - I found the book \"Modern Applied Statistics with S\" on a conference in Barcelona. I borrowed money from my PhD. supervisor to bought it. I run into It is completely different now.","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot2 visualisations, readability of tidyverse pipelines, RStudio IDE","What do you like least about using R?":"Crashing if you work with really big data (using Python I have less problems)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Machine Learning Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, PyCon conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/18/19 4:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Used to be SPSS user. This was wired into my brain. Needed to unwire.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Modern. Powerful. Getting help is easy.","What do you like least about using R?":"Getting results into Excel [neatly] [my clients use Excel]","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Excel","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1956,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Marketing research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 6:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"missing data types, e.g. hash tables","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 6:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, SPSS","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist Working Student","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 6:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There is a package for everything! ","What do you like least about using R?":"- I find it difficult to put models built in R into production;\n- It cant easily handle out-of-memory datasets;","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"actuary","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 7:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"the functional programming paradigm","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, Visual Basic, Perl, SQL","What was the FIRST computer language or tool that you learned?":"C64 Basic","What year were you born?":1973,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 7:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simple yet can go complex. Great library of packages and lots of online documentation","What do you like least about using R?":"In coding community still seen as \"inferior' to Python, Java etc","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications, cloud storage (e.g. OneDrive)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Summary of work to share with others","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 7:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Easy to manipulate and analyze data","What do you like least about using R?":"Language gotchas, dependency management struggles","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Building websites (not via blogdown)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 7:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Operational Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/18/19 8:00","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It is a complete ecosystem for analysis and reporting.","What do you like least about using R?":"I have to search a lot to code in R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Rseek.org","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Visualisation and modeling ","What do you like least about using R?":"Cleaning data ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"one","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Tableau","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"arab","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Environment","What is your job title, if any?":"Statisticien","Which category best describes the work you do?":"Environment","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 9:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, RWeekly newsletter","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Social media, messageboards.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Estonia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:27","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS, STATA","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Complexity","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It can do almost anything","What do you like least about using R?":"Unhelpful error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"cloud scripts","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Head of Analysis","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Teaching ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Bash","What was the FIRST computer language or tool that you learned?":"Pascal ","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Typical copy-paste to powerpoint. ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Experimental design; sensor/device control","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Functions","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Everything","What do you like least about using R?":"Remembering codes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R packages built for search such as the sos package, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, STATA","What was the FIRST computer language or tool that you learned?":"QBASIC","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Nepal","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R user community","What do you like least about using R?":"I can't think of anything, maybe how fast it's growing? It seems like i'm constantly behind on seeing new things, which is a good problem to have","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS/JMP","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Econometrics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Slow to run","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Development","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, Stata","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":2000,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research intern","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Powerful and elegant tool to process massive amounts of data.","What do you like least about using R?":"De-conflicting packages and package incompatibilities between major R versions. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Swift","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1971,"What gender do you identify with?":"Make","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Managing Director","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral research fellow","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Solving problems","What do you like least about using R?":"Honestly cannot think of anything","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"PhD student in epidemiology ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility to express myself statistically","What do you like least about using R?":"Keeping R/RStudio and all packages upgraded and current is a chore","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Exporting visualizations for reports in Office","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), MS SQL Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Repeatability, and the ability to incrementally build analysis into a large deliverable","What do you like least about using R?":"Understanding why a package or syntax fails. I often spend a 1/2 hour troubleshooting.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Excel or paper reports that are emailed","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, DAX for PowerBI","What was the FIRST computer language or tool that you learned?":"COBOL (shows my age)","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Director, Business Intelligence","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/18/19 9:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Discovery of easy ways to do what used to be hard things","What do you like least about using R?":"Realizing I used to know how to do something because I find old code where I did it, but wouldn't currently have come up with it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor of Economics","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am a statistician and data scientist. R is easier than others to me","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis, manipulation, visualization","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"A lot of examples in the Internet are in old R, not in tidyverse style","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"pipeline philosophy","What do you like least about using R?":"not everything is tidyverse complined","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, DAX/PowerPivot","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ukraine","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"CMO","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 9:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"At that time online help forums for R were toxic","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's fast to get from raw data to analysis","What do you like least about using R?":"The raw deal it gets from non R programmers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, Internal shiny server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Fortran, IDL","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Meteorological scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"North-Africain/Arabic","In what country do you currently reside?":"Tunisia","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I found it pretty easy to get some output quickly","What do you like least about using R?":"Sometimes the error messages are a bit inscrutable","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"BBC BASIC","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R markdown, shiny","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"PHP, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Sudan","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk management ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":9,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":6,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"It feels really feels right to use it. I can use it fluently for some reason.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":18,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1999,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":207,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, data journalism","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"lots of packages, awesome community and it works as my brain works.","What do you like least about using R?":"Syntax and error messages are very confusing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Portugal","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Data Journalism","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"flexibility ","What do you like least about using R?":"steep learning curve ","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Tableau, Stata","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1971,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Prof","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Part of University Course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), C++","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, Interactive Reports (simple HTML output)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Operations Research projects - if R inherited the dictionary builder syntax I would prefer R)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Simple syntax and broad array of packages","What do you like least about using R?":"Dealing with data types","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1951,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor emeritus","Which category best describes the work you do?":"Retired","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It has tools for statistical analysis, visualization, modeling built-in.","What do you like least about using R?":"Syntax can feel verbose unless you use tools like the tidyverse and other packages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Putting R results into PowerPoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Analytics Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The package ecosystem ","What do you like least about using R?":"Language syntax ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The fact that it's open-source and has a fantastic online community full of helpful enthusiasts","What do you like least about using R?":"Sometimes error messages are somewhat opaque","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, Ruby, SAS, SPSS, Visual Basic, LaTeX","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Email"}
{"Timestamp":"12/18/19 9:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and consistency with my statistical background","What do you like least about using R?":"So much flexibility ends up being confusing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctorate candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, Geospatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server, AWS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Encoding, english centered","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, AWS S3 or Shiny erver","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, MySQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Strategic analysis conceilor","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:56","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community, focus on visualization, focus on stat / data science","What do you like least about using R?":"rJava, integrating with various corporate databases, packages without vignettes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rweekly","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, instant message (slack, jabber, microsoft teams)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, business documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"QBASIC","What year were you born?":1992,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 9:56","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"There are many different ways to do seemingly the same thing in R, which can make it difficult to learn by yourself, but also to diagnose very slightly differences that can arise between methods (e.g. documentation of defaults/exact methods often not great in statistical packages)","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"API calls and results wrangling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS, STATA","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician & Data Scientists","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate prof","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Research","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 9:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open, free, and fosters collaboration","What do you like least about using R?":"Too many duplicates of similar functions/packages, hard to keep things organized","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I don't? I don't really understand the question","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1989,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Faculty","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, stats methods that's not available in Python","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"rmarkdown is pretty nice","What do you like least about using R?":"it's pretty limited to stats analyses, not a tool for developers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Python","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"All in one IDE (visualization, model building, API etc.. ) ","What do you like least about using R?":"Error's with most new ML or Deep learning frame works ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 10:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simple and powerful","What do you like least about using R?":"sometimes slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Slovenia","What industry do you work or participate in?":"Telecommunications","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Variation in syntax can make it tough to learn.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Stata","What was the FIRST computer language or tool that you learned?":"Does Stata count?","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing, Web crawling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"dplyr and dbplyr makes DB access easy to use","What do you like least about using R?":"masking error message by default, must set options string as factors to false, scipen affects readr write csv ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"productionization on AWS GCP","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Taiwan","What industry do you work or participate in?":"Healthcare and Media","What is your job title, if any?":"Data scientist and data strategy consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 10:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Supply Chain Analytics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community is tight knit and made up of rather brilliant people. Documentation is thorough. Resources are available to become very good at it.","What do you like least about using R?":"Can be slow. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, LinkedIn ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, LinkedIn","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Warehousing","What is your job title, if any?":"Logistics Engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Programming mindset","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), QGIS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You get superpowers","What do you like least about using R?":"Complex sintax for basic things","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Reports in .docx format","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, QGIS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Andorra","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The syntax is very easy to follow","What do you like least about using R?":"Some of the error messages are uninformative","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1995,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Environmental Specialist","Which category best describes the work you do?":"Environmental Services ","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:12","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Financial analysis, Interfacing different data sources","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"Figuring out the right packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, R help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Cloud ","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data manipulation. Machile learning. ","What do you like least about using R?":"Managing packages when no access to internet. Instalation and dependencies.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SQL","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1980,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Connect, RStudio Server Pro, PostgreSQL, Shell, GitLab","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The RStudio IDE and Shiny package","What do you like least about using R?":"ML and Deep Learning capabilities compared to Python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Scripts are reproducible and reusable","What do you like least about using R?":"Different syntax styles from different packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:22","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":4,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Months","How do you think you would go about the process of learning R?":"By myself using a book or online documentation that is not part of a formal course","Which statement most closely reflects the primary reason why you are interested in learning R?":"I would like to use a specific R package (e.g., ggplot2, caret, rmarkdown)","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Survey analysis","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Microsoft Excel","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Impatience - simply want to load my data set and have the R package analyse as quickly as I can!","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1965,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Wildlife Conservation","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, SQL family","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Efforts in R core team to improve the performance of R","What do you like least about using R?":"It should focus more on Machine Learning and   Performance more to be the leader of market in all aspescts","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, PowerBI","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easiness of coding","What do you like least about using R?":"Lack of consistent integration with general development practices and tools","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, PowerBI","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 10:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio the best IDE and functional paradigm simplifies programming","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Javascript, Python, SAS, Visual Basic, REXX","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1966,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Portugal","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"IT Specialist","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse package","What do you like least about using R?":"I am the only one in my company using it.  Everyone else still defaults to the SAS.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), SAS, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can almost find anything you want already written in a package","What do you like least about using R?":"It's constraint to RAM memory, there's cloud solution to that, but not all packages are compatible ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I love making .html and books from .rmd","What do you like least about using R?":"C++","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Bookdown","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Bash","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1900,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student / pre-worker","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"dplyr-style transformations are *the best* query/modification language I've used. I use it for ETL pipelines often.","What do you like least about using R?":"Speed. You have to know the right tricks to get reasonable performance on large data.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SQL","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Database Developer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There is a package for my challenge","What do you like least about using R?":"Code is sometimes intransparent, challenging to debug","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R help system","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data acquisition from sensors ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"La simplicidad del lenguaje","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Ocho","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1982,"What gender do you identify with?":"Masculino","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Peru","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Supply Chain Analytics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community is tight knit and made up of rather brilliant people. Documentation is thorough. Resources are available to become very good at it.","What do you like least about using R?":"Can be slow. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, LinkedIn ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, LinkedIn","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Warehousing","What is your job title, if any?":"Logistics Engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Everything","What do you like least about using R?":"the basic version","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/18/19 10:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 10:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How I can perform a repeatable analysis quickly and with minimal friction. ","What do you like least about using R?":"Difficulties when collaborating with people who prefer other tools.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents, Creating Microsoft Word Documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Package availability","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Research","What is your job title, if any?":"Psycholinguist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 10:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it's very simple","What do you like least about using R?":"not so popular as Python :(","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ukraine","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 11:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ubiquitous tool for all data related tasks. ","What do you like least about using R?":"Collaborating with R users that don't follow best practices.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Marketing Science","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Well documented. Both dplyr and ggplot have a clear vision and background philosophy.","What do you like least about using R?":"Hard to connect with certain datasources, in contrast to Python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 11:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Rich set of functions thanks to all packages","What do you like least about using R?":"Lack of uniformity between all those packages and quite some differents paradigm depending on packages used","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1991,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:10","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Python, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"/","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, To help with building experiments (OpenSesame)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 11:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The extensive help available online on sites such as stackoverflow.","What do you like least about using R?":"Lack of/Limited relevant examples in the help files.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, ppt presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau, Visual Basic, Spotfire","What was the FIRST computer language or tool that you learned?":"GW Basic","What year were you born?":1985,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Reservoir Engineer ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R community at work, in my profession community (pharmaceuticals) and the R community at large, ex. LondonR","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Company documents ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1972,"What gender do you identify with?":"Wookie","I identify my ethnicity as (select all that apply):":"Wookie","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Principal scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:17","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"recalling specific code & steps when I work independently after taking a course","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simple code makes great data transformations and generates great data visualizations","What do you like least about using R?":"I'm new, so I need more clues to getting the syntax correct...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"now, I'm a learner, so I share only within my family via showing them my Rstudio workpage","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1953,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Program Manager","Which category best describes the work you do?":"Support and promotion of Research Services","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 11:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Supply Chain Analytics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community is tight knit and made up of rather brilliant people. Documentation is thorough. Resources are available to become very good at it.","What do you like least about using R?":"Can be slow. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, LinkedIn ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, LinkedIn","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Warehousing","What is your job title, if any?":"Logistics Engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Matrix logic coming from a SAS, SQL background","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"opportunities for further use, visualisation","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, package documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Word or PDF report from notebooks","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic (not visual)","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"director","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Finance conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It helps me get things done! There are tons of high-quality packages for accomplishing a range of tasks. No matter the data source, I can use R to quickly clean and visualize it.","What do you like least about using R?":"Trying to write functions that wrap functions that use non-standard evaluation.\n\nThe growth in the R package ecosystem is a double-edged sword. I like the new development, but it is also hard to when packages are retired so fast. I have heaps of plyr/reshape2 code that I previously wrote to accompany the results of my scientific manuscripts, but those scripts are essentially incomprehensible to the new R user (e.g. a new lab member that would want to build upon one of my projects).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Building web sites via rmarkdown::render_site()","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Build websites with Django","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, PyCon conference","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 11:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse tools make it easy for me to translate my thoughts into code","What do you like least about using R?":"Don't quite understand all error messages still, hard to debug, even with error tracing in rlang","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io, PowerPoint presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SAS, SPSS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Middle eastern","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 11:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse packages make easy to manipulate data and this provide a huge advantage in business applications. For me, it is the next step after dominating excel. I recommend R compared to Visual Basic.","What do you like least about using R?":"It requires a lot components to be insyalled to make it work propertly in a docker container.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Build microservices, mathematical programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data Science & Operations Research Leader","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:24","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It opens new fiels of knowledge","What do you like least about using R?":"Difficult~A(c) to say so far ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Slack","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Agrifood ","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Building things!","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, STATA","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 11:26","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"cycles","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Product Manager","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"ods community"}
{"Timestamp":"12/18/19 11:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Tunisia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:29","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"fast","What do you like least about using R?":"command line","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Director","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 11:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, School","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like least about using R?":"NA ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"School","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Photography ","What is your job title, if any?":"Administrative assistant ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 11:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducible research is easy with R","What do you like least about using R?":"Base R error messaging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"In depth statistical analysis","What do you like least about using R?":"File management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Associate software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis, Sports analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to solve almost any kind of problem","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Power BI","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":2000,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Science Intern","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to code","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Bash","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-doctoral Fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community, tidyverse, packages","What do you like least about using R?":"Its lack of reputation in the corporate world","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's free and open source and makes reproducible research straightforward","What do you like least about using R?":"Packages conflicting or breaking code when updated","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Turbo pascal","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Research paramedic","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":3,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"functional language, data.table pkg, Rcpp package, Rstudio IDE","What do you like least about using R?":"not consistent, bad standard library, weird syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"AI engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/18/19 12:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Base R","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexible multipurpose language war btw","What do you like least about using R?":"War between data.table and dplyr","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1961,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Suriname","What industry do you work or participate in?":"Process industry","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 12:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility and the user community","What do you like least about using R?":"Too many packages doing similar things. It is becoming a nuisance.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Custom HTML documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS","What was the FIRST computer language or tool that you learned?":"Basic (commadore 64)","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"statistical programmer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Supply Chain Analytics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community is tight knit and made up of rather brilliant people. Documentation is thorough. Resources are available to become very good at it.","What do you like least about using R?":"Can be slow. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, LinkedIn ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, LinkedIn","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Warehousing","What is your job title, if any?":"Logistics Engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 12:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), Alteryx Promote","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"%>%","What do you like least about using R?":"lack of full production support tools","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Qlikview","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Latvia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"open data science slack"}
{"Timestamp":"12/18/19 12:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The possibility to embrace large datasets and easily combine multiple datasets","What do you like least about using R?":"Not being able to write effective code using custom functions. I dont have IT background and I dont see how to structure the code effectively.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"4","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1960,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Russia","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 12:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"poackage","What do you like least about using R?":"data type","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java","What was the FIRST computer language or tool that you learned?":"cobol","What year were you born?":1963,"What gender do you identify with?":"man","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Email"}
{"Timestamp":"12/18/19 12:32","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Free, clean, simplistic, package variety (I'm not required to write every aspect of code)","What do you like least about using R?":"Nothing in particular","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Origin, Statistica","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community ","What do you like least about using R?":"Production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Manager ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 12:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"shiny data.table","What do you like least about using R?":"hard to debug and optimize shiny applications","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Wolfram Mathematica","What was the FIRST computer language or tool that you learned?":"Wolfram Mathematica","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belarus","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"ODS community"}
{"Timestamp":"12/18/19 12:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The RStudio IDE. It is THE best out there for data analysis.","What do you like least about using R?":"The language has to many data types and it's a little bit ambiguous.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Asset Manager ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 12:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Scientist","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/18/19 12:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"\"Workflow\"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Efficient, reliable, fun to use.","What do you like least about using R?":"Unclear error messages and documentation that is too brief.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Put results into LaTeX document and send the pdf.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to convey ideas on repeatable code","What do you like least about using R?":"Other people's opinion of what R can do","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, General documentation ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, White, Native American","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 12:47","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is useful and simple to perform complicated tasks","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Research","What is your job title, if any?":"Jr. Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Deep learning ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-bloggers","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 12:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"Pascal","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Administration","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 12:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning programming from a non programming background","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Automation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Minitab","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse , C++ implementation of many ML models , ggplot, dplyr , dbplyr , caret ,forecast, tibble format,  very good packages ","What do you like least about using R?":"Community is shrinking when compared to python community. Text processing , Chatbot , BERT need to be more streamlined user friendly","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, rviews.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Business Excellence","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 13:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There is a package for everything","What do you like least about using R?":"There is a package for everything. It's easy to get lost.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine Learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1979,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Director, Data Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 13:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server Pro, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility","What do you like least about using R?":"Syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 13:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 13:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Very powerful and wide range of applications ","What do you like least about using R?":"Different syntax in different packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, LinkedIn ","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SQL","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Albania","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Head of CRM","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 13:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 13:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials, psychometrics and test development","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"The possibility to do anything, any analysis I want :-) And is is much faster compared to e.g. SPSS.","What do you like least about using R?":"Problems in compatibility of new packages, impossibility to use several different versions of packages in the same session.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, PHP, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"psychometrician","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 13:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"quality documentation, free software philosophy","What do you like least about using R?":"inconsistencies within language, sometimes in same packages","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1998,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"SLAVIC","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"freelance translation work and tattooing; otherwise a student","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 13:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"school ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"everything","What do you like least about using R?":"nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"m","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"School","What is your job title, if any?":"na ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 13:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility. Modularity. Reporting.","What do you like least about using R?":"Limited integration to production (on front-end).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 13:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse is so easy to use and makes the code so much easier to read than in other languages like python. Also the Rstudio IDE is the best IDE i found. It makes working with R so easy.","What do you like least about using R?":"That so many people say it is not as good as python.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy installation of packages and good documentation and blogs","What do you like least about using R?":"Is hard to deploy models on production environment","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"PHP, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"El Salvador","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Commercial annalyts","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Package upkeep","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, PDF","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Analyst/Program Planner","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 14:12","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Bartender","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 14:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Genomics, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"So many ways to get an answer","What do you like least about using R?":"All the hidden stuff that happen in the background ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Pascal , FORTRAN ","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1972,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"VP Biostatistics ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free","What do you like least about using R?":"Interface is kinda limited","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Epidemiologist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Pharma conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am a big fan of the open source and the ability to integrate. I feel like I can always find a better way to do something. I come from the market research industry and R usage is very rare since SPSS has been king. But having the ability to pull survey data from qualtrics, clean the data, analyze and report in one script was a game changer. I have automated so much with R. ","What do you like least about using R?":"Sometimes understanding why a package is not loading. I don't know how many times it feels like I am going down a rabbit hole in understanding which package is needed. Then I realized I just need to update my R tools...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"When I need to do something new and find the package to do it. ","How do you share the results that you create in R? Check all that apply.":"R markdown, or still just using the output and inputing into PowerPoint.. I want to get more into using R markdown or Shiny","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Just generally to present static findings in tables. ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Director, Market Research & Insights","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The easy of use.","What do you like least about using R?":"Base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, R-Ladies slack channel","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-Ladies slack channel","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":500,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1957,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Latvia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"BI Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"During my PhD, by myself, to solve problems","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Many ways of doing the same thing - what's the right way?","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's functional!","What do you like least about using R?":"Speed ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Q Basic","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data scientist and data analytics trainer ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The capabilities of the language and the methods for data manipulation.","What do you like least about using R?":"As with many languages, the syntax can get in the way of expressing the intent succinctly and nicely.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Developer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 14:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Programming in any language is hard and the biggest obstacles in an age of freely available online information are time, perseverance and patience.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Most of my current work in R involves gathering and transforming data from various sources, interacting with relational databases and developing web applications with Shiny.","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server, Relational databases (Postgres and MS SQL server in particular)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The large, helpful and supportive community that generously share learning material, gracefully answer questions and develop amazingly useful packages.","What do you like least about using R?":"The shade thrown at it by advocates of other languages and R haters.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Any official source for base language and R package documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, The folks I follow in Twitter seem like the primary source where I discover new packages these days.","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, Javascript, Python, Tableau, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Binder virtual environment","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Professional skill","What do you like least about using R?":"A few, very tricky issues","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, r-bloggers.com","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS, HTML, CSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student and graduate teaching assistant","Which category best describes the work you do?":"Science","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), github","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"its free","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The fact, that my daily routine has become shorter and I can easily make reports for my company","What do you like least about using R?":"Sometimes it is slow on large raw data, but in that cases I use other tools for preparing data for further manipulations","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Publishing ","What is your job title, if any?":"Business analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 14:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"1.Every Statistical test is available.\n2. very Comprehensive output \n3.visualization ","What do you like least about using R?":"Too many packages.R must have comprehensive packages with consistent code structure like pandas and scikit learn.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research executive, Advanced analytics consulting","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it's statistical analysis, data transformation, and visualization ability","What do you like least about using R?":"sometimes cryptic error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, general coding/development","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Rust, SAS, Tableau, Visual Basic, Power BI","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Support from RStudio","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Business Reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Web Scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Analytics Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1980,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Scientist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 14:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The package ecosystem ","What do you like least about using R?":"Language syntax ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"incompactability with python","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1987,"What gender do you identify with?":"male ","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Pakistan","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"head Of Research and Development ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 14:51","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Building my own analyses step by step, many possibilities for use","What do you like least about using R?":"I cannot think of anything major","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Slovakia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Junior Counselor","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/18/19 14:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 15:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"EIGHT","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"MALE","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Analytical Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 15:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Community","What do you like least about using R?":"Na","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Sales performance measures ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexiblilty","What do you like least about using R?":"Finding the right package ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Package help / documentation ","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Excel files","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Turbo pascal","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Customer analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 15:04","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"The time. Everything takes longer bc you know anything can be done. With other software it is either quickly done or not done at all.  ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Forces you to understand what you are doing.","What do you like least about using R?":"Forces you to understand what you are doing.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Today, reading about analyses includes reading about R packages.","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Mplus","What was the FIRST computer language or tool that you learned?":"Turbo Pascal :-)","What year were you born?":1974,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 15:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity, the features and opportunities it provides, Shiny, ","What do you like least about using R?":"Rmakrdown can be optimized for big tables. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Stata, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 15:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 15:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's best for anything to do with data.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Text processing, Django","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The utilities for analysis ","What do you like least about using R?":"The syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1958,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":250,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 15:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great open source community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Financial analysis, General purpose programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Visual Basic, C#. NET","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 15:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"learning programming concepts while learning R syntax at the same time","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the extensive number of statistical libraries available to the user","What do you like least about using R?":"the multiple ways of doing any task make remembering the syntax for any one way difficult","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1949,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"retired research scientist","What is your job title, if any?":"","Which category best describes the work you do?":"Retired","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Everything","What do you like least about using R?":"Enterprise presence","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 15:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Portugal","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great and simple ways to show/visualize results of your analysis. High level of abstraction.","What do you like least about using R?":"It is not supported as well as python by data engineers and people with IT background, which also mean that it is difficult to put models in production.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 15:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Many packages available ","What do you like least about using R?":"Data.frames","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"PyHasse","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Fortran","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1957,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Education","What is your job title, if any?":"Full Professor.  Retiref","Which category best describes the work you do?":"Retired","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"time","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 15:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"consistency tidyverse introduced and excellent community, CRAN.","What do you like least about using R?":"inconsistent interface of some of the base functions, Core Team conservatism, difficulty of filing bugs to base R, slow and conservative development of base language, objection from industry based on the perception that R is slow. Perhaps R should be forked into a stricter and more consistent version (closer to Julia) that could gain in performance.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, from examples on StackOverflow","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 15:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Access","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Can do everything, integration with LaTeX","What do you like least about using R?":"Inconsistensies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk Management Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 16:07","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"school (applied statistics)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, Statistica (our uni has a licence for it, otherwise I wouldn't be using it)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"R can do anything, the interface is friendly, the syntax isn't so difficult, and last but not least there is REALLY GREAT user support!","What do you like least about using R?":"sometimes it takes me long, long time, but I think it's because I'm not proficient yet","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"merging PDFs :-D","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"still a student, but I am heading to the field of data analysis (companies or research)","What is your job title, if any?":"student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 16:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1993,"What gender do you identify with?":"women","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Latvia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Business Intelligence Developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 16:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"One of the easiest","What do you like least about using R?":"None","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Julia, VBA","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Specialiist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 16:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Matlab, PHP, Python, Ruby, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Analytics manager","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 16:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Oil and GAs Modelling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The support of statistical functions","What do you like least about using R?":"Error messages !!!","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1957,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 16:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Beautiful language that can really reflect how you think (which sometimes is scary) ","What do you like least about using R?":"Dates management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Notebooks, Shiny servers","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 16:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community. I love its inclusiveness and helpfulness. ","What do you like least about using R?":"Nothing immediately comes to mind. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 16:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"data Manipulation","What do you like least about using R?":"Performance and Production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/18/19 16:41","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/18/19 16:42","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio.cloud, RStudio Connect, RStudio Desktop Pro (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community, Design Principles, Litterate Programming, Tidyverse","What do you like least about using R?":"Irregular implementation of some elements, variable scoping","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Swift, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 16:46","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Discipline to make time and learn","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"visualization power","What do you like least about using R?":"erros between base r and tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Portugal","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Trader","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 16:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"What do you mean? :-)","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 17:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the easyness to get things done","What do you like least about using R?":"the scalability,","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, scala, spark","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 17:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is made for data science","What do you like least about using R?":"Generalization of packages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Bangladesh","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 17:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it has everything i need and more","What do you like least about using R?":"it is not very job atractive on russian market, everybody here uses python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"marketing analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"ods (open data science) slack community"}
{"Timestamp":"12/18/19 17:41","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I find data wrangling super difficult to be honest :(.","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), Jamovi","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its community, availibility and sheer number of things you can do in R.","What do you like least about using R?":"Time to master. I think its learning curve is kinda long. I mean basics are learnt fast but learning to work with every single package for every single topic is actually very time-consuming.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Jamovi","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 17:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), R commander","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"That it is free, very powerful and that there is a very active community around it, so it is likely to find an answer to any problem.","What do you like least about using R?":"It is very hard to learn, particularly at the beginning. The documentation is not easy to understand initially. It is necessary to be very stubborn, especially if one learns it on his own.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML documents with Rcmdr to have a nice R output to store or send to colleagues to share the analyses I made","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"postdoctoral fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 17:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reusability of scripts","What do you like least about using R?":"Sometimes space bar, or coding (or not coding) on next line can break the code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 18:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can solve most of work problems with it","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R packages built for search such as the sos package, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Getting some information that I cannot get with R","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Principal Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 18:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy support form the community.","What do you like least about using R?":"Several packages to complete the same task.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"I don't.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 18:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse syntaxe","What do you like least about using R?":"Non tidyverse syntaxe","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Facebook","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau, Visual Basic, DAX and M","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 18:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal ","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Email"}
{"Timestamp":"12/18/19 18:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speed","What do you like least about using R?":"Errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Marketing Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 18:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rmarkdown (all packages by Yhuie)","What do you like least about using R?":"inconsistency of some functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Brazilian White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 18:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis, Scraping, Reporting and webapp","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speed in building everything","What do you like least about using R?":"Idk","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 19:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"exercism.io","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"I'm still learning; I'm not at a point that I'd use it for a serious project.","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":2,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"Dynamic typing. The bizarre syntax (<- and ->, [[]] vs. [] for lists). The many OOP flavors. Assignments that can mung variables at any depth in the call stack. Metaprogramming, that can introduce random new syntax (is there BNF for formulas anywhere?). Having to pick from the many slightly different *apply() functions. The counterintuitive behavior of [:]--presumably back in the days of S, having it generate a descending sequence rather than an empty one if the value before the : exceeds the one after was convenient for somebody.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"mostly in person, sharing with people in the R/Python meetup I attend.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Go, Java, Python, Rust, Haskell, Algol 68, BASIC09, FORTRAN, RPG, COBOL, PL/I","What was the FIRST computer language or tool that you learned?":"BASIC (on a Data General Supernova)","What year were you born?":1956,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 19:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Access to a enormous number statistical methods and models","What do you like least about using R?":"Lacking more traditional/simpler Object Oriented and package definition syntax and functionality","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Financial analysis, app development","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, Rust","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Venezuela","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Systems Engineer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 19:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Connect, RStudio Server Pro, PostgreSQL, Shell, GitLab","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The RStudio IDE and Shiny package","What do you like least about using R?":"ML and Deep Learning capabilities compared to Python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 19:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":" ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications, Presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Visual Basic, Scilab","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Reservoir engineer","Which category best describes the work you do?":"Engineering","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 19:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Knime","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1974,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 19:57","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's quite straight forward and there is always a function for any data manipulation I want to do","What do you like least about using R?":"It's not always syntactically clear - and there are quite a few limitations","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1999,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/18/19 20:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Faculty","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/18/19 20:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Working with dates","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1987,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 20:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis, Marketing science","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse syntax ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, GitHub issues ","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Advertising","What is your job title, if any?":"Data science manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 20:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The package ecosystem ","What do you like least about using R?":"Language syntax ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 20:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source","What do you like least about using R?":"Sometimes hard to find resources","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Currently learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 20:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Honing in on a suitable workflow. Also, not being sure of best practices and, so, being hesitant to commit to certain approaches.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Differential equations; R Markdown ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, R Markdown ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"R Studio and R Markdown ","When you have problems in R, where do you go for help?":"R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications, Github ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents, Meeting notes","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, NetLogo","What was the FIRST computer language or tool that you learned?":"Fortran","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/18/19 21:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse and the simplicity with which I can do statistical analysis","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Supply Chain Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 21:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, Shinyapps.io, Shiny Server, Bloomberg conectivity is missing","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, TidyTuesday!!!","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications, Internal visualizations in word ppt reports then printed to pdf","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"CFA ","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Equity research analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 22:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easier and Faster to carry out analysis and good packages","What do you like least about using R?":"Nothings ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior security analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 22:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"data.table, Rcpp","What do you like least about using R?":"Encoding troubles on the non English locales","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Reunion","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 22:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Updating and managing packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"HTML Reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Data Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 22:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducible  reporting wit Rmarkdown","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1979,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 22:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R markdown and easy syntax ","What do you like least about using R?":"it is show and some times it gets hang","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Nepal","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/18/19 22:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse, pipe operator","What do you like least about using R?":"Cannot show utf8 characters","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Vietnam","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Analytics manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/18/19 23:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"User-friendliness","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, but from a people traditionally discriminated against in my country","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Local Telegram R chat"}
{"Timestamp":"12/18/19 23:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio.cloud, RStudio Desktop Pro (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is easier to get people switch to R from SAS than to Python","What do you like least about using R?":"Not so general as Python, but still complicated","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/18/19 23:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"A lot of useful packages","What do you like least about using R?":"Creation of vector with needed data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, JASP","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Russian telegram chat about R"}
{"Timestamp":"12/18/19 23:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Statistical concepts","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Reliability analysis, simulation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), JMP","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), markdown, powerpoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic, C#, M, DAX","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1959,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Technical Program Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 0:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's open source and there's an amazing community of contributors and teachers","What do you like least about using R?":"It's really slow for me compared to other tools like Tableau, and the ability to create richly interactive dashboards just isn't the same","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Founder & CEO","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 0:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility. I can go from building a simple regression to build an interactive app.","What do you like least about using R?":"It is still not that popular in the Industry in my country","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 0:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It saves a lot of time when carrying out statistical analysis.","What do you like least about using R?":"The if statements and loops.Regex? I still don't understand that type of code.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk Associate","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 0:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source","What do you like least about using R?":"Documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 0:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, Survey analysis, Data exploration","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great for data cleaning, exploration; love rmarkdown; came for the stats, stayed for the community","What do you like least about using R?":"Wish I could use it for work!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Grad school assignments ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Julia","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 0:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Help documentation is not clear enough","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Computer vision","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"India","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post doctoral fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 0:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stan, Julia","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/19/19 1:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":1,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ecosystem","What do you like least about using R?":"Low popularity in my country","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Power BI","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Analytic","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/19/19 1:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Operations Analytics Specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 1:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"University ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Network analysis ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Matrices ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Consulting ","What is your job title, if any?":"Data science consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Opendatascience "}
{"Timestamp":"12/19/19 2:21","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"flexibility ","What do you like least about using R?":"steep learning curve ","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Tableau, Stata","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1971,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Prof","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 2:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Forecasting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Almost no loops needed","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Telegram R community in my language","How do you share the results that you create in R? Check all that apply.":"Presentations in PowerPoint at work","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Telegram group of R users "}
{"Timestamp":"12/19/19 2:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Shiny","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny","What do you like least about using R?":"Lack of good NLP, computer vision packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Kaggle Kernels","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Logo","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Lead Solution Architect - Data Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 2:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and ease of use","What do you like least about using R?":"Regex","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Aviation","What is your job title, if any?":"Junior Data Architect","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 2:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Telegram channel for R community in Russia","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Telegram channel for R community in Russia","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shiny dashboards running on remote virtual machine","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"EDA","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Business analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Telegram channel for russian R community"}
{"Timestamp":"12/19/19 2:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"LinkedIn, Kaggle","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, PHP","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Project support","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 3:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"ODS Slack"}
{"Timestamp":"12/19/19 3:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rstudio, tidyverse, community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Education","What is your job title, if any?":"CRM Administrator","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 3:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"OpenDataScience Community (in Slack)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), my organization internal Shiny Server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Belarus","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"System Analyst/Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"OpenDataScience Community (in Slack)"}
{"Timestamp":"12/19/19 3:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"lack of typization and inconsistencies in base library design","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), PyCharm with R plugin","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of data processing using dplyr","What do you like least about using R?":"Memory consumption, low quality of tooling, inconsistencies in language design (for example, apply can return list or array it depends on the data, and it's hard to control it, I have to keep in mind all such corner cases).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Marketing Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 3:35","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 4:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"versatility, flexibility, full control over code (i.e., reproducibility of analyses), speed, programmatic aspect","What do you like least about using R?":"learning curve, need to google \"everything\"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, SPSS","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Education","What is your job title, if any?":"associate professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 4:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2001,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its users networks ","What do you like least about using R?":"Nothing ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Fortran, stata","What was the FIRST computer language or tool that you learned?":"Fortran ","What year were you born?":1960,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"STATISTICIAN","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 4:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In university","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is much more convenient than usual spreadsheets","What do you like least about using R?":"Different syntax among packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Via \"share report\" as an studio addin (I use a server version)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":2000,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 4:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Hadley Wickham","What do you like least about using R?":"That it was not entirely written by Hadley Wickham","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Keboola","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Computer Vision","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Julia","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 4:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"University statistics course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Interface and Rstudio","What do you like least about using R?":"Windows encoding and problems with code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Text processing groups","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Vkontakte"}
{"Timestamp":"12/19/19 4:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simple","What do you like least about using R?":"Computation speed for big data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1976,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Hong Kong","What industry do you work or participate in?":"Education","What is your job title, if any?":"Technical Officer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 4:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"at the university as a part of some courses","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"four","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1999,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 4:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community; The quality and accessibility of tutorials and documentation; The tidyverse and its interface; The breadth of packages for all things data; The expressive power","What do you like least about using R?":"The language quirks; The fact that it has lost all traction in the data science job market","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 4:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio is a great IDE","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-bloggers","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Visual Basic, LISP","What was the FIRST computer language or tool that you learned?":"C64 BASIC","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 4:37","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Dashboard & RMarkdown","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, replace word documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Head of IG Purification","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 4:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Very quick to start a new script to analyze and visualize data","What do you like least about using R?":"Learning curve - still get confused getting data out of lists","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Developer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 4:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, RStudio Desktop (IDE), SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Packages","What do you like least about using R?":"Perfomance","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, reddit","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 4:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"High diversity of usages","What do you like least about using R?":"Weird syntax sometimes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"slack R users (grrr)"}
{"Timestamp":"12/19/19 4:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"nothing actually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, own shiny-server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, BASH, AWK","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Luxembourg","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 4:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2001,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"At that time the core language was unstable","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Simulation, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), Shiny Server, Docker (rocker)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Flexibility of the language","What do you like least about using R?":"Lack of scalars","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Ops and orchestration","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript, Python, Rust","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 5:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Automation","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Ruby","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 5:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), VS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"NSE flexibility ","What do you like least about using R?":"Inconsistent behavior & naming convention of base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building .md docs directly from .rmd","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Python, C#, F#","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Telegram"}
{"Timestamp":"12/19/19 5:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"A large amount of specific functions for every task","What do you like least about using R?":"Problems with debugging and memory leaks","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Ingrian","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 5:07","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Ocho","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1976,"What gender do you identify with?":"Femenino","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 5:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis, Scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It allows us to understand the world","What do you like least about using R?":"Dependencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 5:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"fast and suite,  a lot of useful packages","What do you like least about using R?":"slow cycles","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"documentation for packages","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, gcloud functions","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Pascal ;)","What year were you born?":1995,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Product Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"VK"}
{"Timestamp":"12/19/19 5:28","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":2001,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":150,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 5:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 6:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility, tabular data management, tidyverse","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, French Slack community r-grrr","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Basic in the 80's","What year were you born?":1978,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Engineer","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"French Slack r-grrr"}
{"Timestamp":"12/19/19 6:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility","What do you like least about using R?":"automatic apdate/upgrade of R version is not available, all libraries sould be installed manually again after R update","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 6:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"everything is vectorized, very different from other programming languages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"speed, versatility, there's a package for virtually everything","What do you like least about using R?":"Creating packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic, Pascal, JMP","What was the FIRST computer language or tool that you learned?":"QuickBasic","What year were you born?":1966,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Research","What is your job title, if any?":"Principal Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 6:54","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Accessibility of statistical methods","What do you like least about using R?":"Too difficult to undertand for anyting that is not very easy","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Perl","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 6:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"With R, working with data was fun","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, R Finance conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 6:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Advanced control through parameters for functions and related academic papers","What do you like least about using R?":"Limited awareness/overview of popular packages for specific tasks","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 7:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Once you get familiar with it it is very easy to produce reproducible analyses, apps, reports, etc. I in particular like Shiny and Rmarkdown.","What do you like least about using R?":"Documentation and examples of some of the base (and basic) R functions","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 7:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"\nThe best think is the CRAN. You can find the latest advanced statistical and machine learning methodologies. ","What do you like least about using R?":"The documentation is not clear enough most of the times.I usually have to read the related paper published.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, Fortran","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1984,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 8:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1977,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's open sourced and transparent ","What do you like least about using R?":"There is a steep learning curve at the beginning. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"graduate assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 8:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The open-source availability of packages for a wide range of applications and tools, and the helpfulness of the user community","What do you like least about using R?":"Not enough people use it! Would be great to have more packages for interactive data visualisation beyond basic shiny and shiny dashboard - e.g. for concept maps and so on. Better Rmd integration with Word documents (e.g. for incorporating comments and revisions) would also be useful.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Stack Overflow","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating Word docx reports using bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Web applications in Django","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"International development","What is your job title, if any?":"Technical advisor","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 8:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I can write code fast with it","What do you like least about using R?":"problems with deployment under firewall","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"senior quant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"vk.com"}
{"Timestamp":"12/19/19 8:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"slack channel of French-speaking R users"}
{"Timestamp":"12/19/19 8:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 8:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Inconsistencies outside of Tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 8:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis, Shiny web apps","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"data.table package - how it is superior to pandas (NOT dplyr)","What do you like least about using R?":"nobody uses R among my friends, like NOBODY except for my professor","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"i build shiny apps and run them locally + create interactive leaflet maps and save them as self.contained html pages","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1996,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"pollster","What is your job title, if any?":"sampling specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"slack"}
{"Timestamp":"12/19/19 9:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"R documentation is too academic and lacks real life examples","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1970,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"MBA","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Travel","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"opendatascience Slack channel"}
{"Timestamp":"12/19/19 9:08","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"The limitations of my own brain and understanding of programming concepts!","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's logical and fun","What do you like least about using R?":"Because there's always \"more than one way to do it\", I spend a lot of time worrying that I am creating a really complex way of achieving something, that would basically be a one-liner if only I knew the right package or tool. Someone else has often already solved the problem! I guess it's all good learning. I really like the tidyverse but sometimes I confine my thinking to tidyverse tools and forget that there are simple ways to do things in base R as well.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, QGIS, HTML, CSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1977,"What gender do you identify with?":"I'm a man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 9:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Complexity of functionnal programming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, grrrR","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"webmarketing","Which category best describes the work you do?":"webmarketing","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"slack grrrR"}
{"Timestamp":"12/19/19 9:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Transparant syntax; packages; interface language to other technologies","What do you like least about using R?":"Memory can be a bottleneck","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rstudio blog","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 9:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ease of transforming and visualizing data","What do you like least about using R?":"The difficulty of working with large amounts (low gigabytes) of data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications, in person presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, bash","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate Bioinformatics Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 9:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"the selection of libraries, the documentation, shiny, RStudion ","What do you like least about using R?":"finding the easiest and simplest way of achieving something","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Ruby, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1969,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"sr. software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Email"}
{"Timestamp":"12/19/19 9:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"support via online forums (stack overflow)","What do you like least about using R?":"if packages are not suppoted anymore","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"by searching for solutuions in stack overflow (suggestions from somebod how answered)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, specific uses in ArcGIS environment (not as stand alone python)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/19/19 9:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Teaching","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Miktex","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown, Handouts for class","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 10:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community","What do you like least about using R?":"sterile debate about data.table vs tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, french slack grrr","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1985,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"french community"}
{"Timestamp":"12/19/19 10:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Docker, Google Cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's like I have a super power (compared to folks using Excel and Domo or Tableau)!","What do you like least about using R?":"When I can't figure out how to make something work and don't know how to phrase the question explaining what I'm trying to accomplish. I don't work with anyone else that uses R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Domo","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau, Visual Basic, Domo","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Marketing","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 10:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Flexibility","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1989,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Manager, Data & Analytics Modeler","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 10:46","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"You have possibility to do anything with R. You can just look at internet and learn it by yourself. There is lot of great materials for learning on internet.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"men","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 10:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can get things done","What do you like least about using R?":"Constantly battling with IT to let me use this tool the way I want. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"VP","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Finance conference, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 11:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, RStudio Connect, RStudio Desktop Pro (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the pipe, tidyr, data.table, ggplot::facet_wrap","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"slack grrr"}
{"Timestamp":"12/19/19 11:11","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"visualization, statistic, community, documentation","What do you like least about using R?":"Absence of uniform idea beside of the language. Seems that R is not a language, it is a patchwork quilt of syntax, packages, etc.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8 eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Geodata processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Cloud processing services (Google and other)","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Programmer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"slack group"}
{"Timestamp":"12/19/19 11:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"stata","What year were you born?":1993,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 11:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"it takes some time to \"digest\" the material with mind","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"this language is off the beaten track thought rather easy, but still pretty suitable for almost all digital\\computer tasks (to a certain point definetly)","What do you like least about using R?":"some peculiar mistakes, exceptions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"RUSSIAN (EUROPE\\ASIAN)","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Associate degree (e.g. AA, AS)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"BI ANALYST","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 11:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its flexibility and the community","What do you like least about using R?":"People constantly asking why I dont use python","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 12:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Nvim-R plugin for vim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can pass functions as objects to other functions","What do you like least about using R?":"A lot of the advent of code puzzles become very frustrating","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Rust","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Persian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral Researcher","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 12:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Dplyr","What do you like least about using R?":"Finding the ele that crashed and why It did","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Transportation planning analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Interactive Applications","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 12:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility to do all kinds of things. Great community of helpful users","What do you like least about using R?":"Help files can be impenetrable ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Ruby, SPSS, Perl ","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher in life sciences","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 12:17","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Matlab","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1975,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Fea analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 12:53","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"A lot of hype to sort through.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"Pascal","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 13:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The variety of packages to do things","What do you like least about using R?":"Finding an appropriate package","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 13:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS, Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Junior research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 13:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"data.table","What do you like least about using R?":"tidyvers. btw, ggplot2 is not tidyverse.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, powerpoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Director of Statistics and Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 13:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It has rich package collections.","What do you like least about using R?":"That people always compare it to Python and conclude that the latter is superior.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Lead Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"A social media post by a local R group"}
{"Timestamp":"12/19/19 13:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Lack of standards out of the tidyverse","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Clear syntax to express statistical procedures ","What do you like least about using R?":"Some external services, like AWS need more integration ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, Hispanic/Latinx","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 14:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Ease in doing Statistical analysis and machine learning and shiny","What do you like least about using R?":"Being compared with python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Julia","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 14:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of use","What do you like least about using R?":"Hard to automate scripts without running them myself ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 14:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it covers pretty much everything that I need plus it is easy to learn","What do you like least about using R?":"packages and packages, sometimes override each other","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 15:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Dataframes are first-class citizens in R.","What do you like least about using R?":"Language inconsistencies make it hard to go from intermediate to expert programmer.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, GitHub recommendations","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating internal reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Learning computer science","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 15:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"SEVEN","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Go, Javascript, Python, Rust, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1972,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 15:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Stata","What was the FIRST computer language or tool that you learned?":"Stata","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 15:44","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Standalone apps","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 15:45","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny! Also, I find R highly intuitive.","What do you like least about using R?":"It's often hard to get a new package or function up and running quickly (Though it's relatively easier than other languages).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com, Package documentation in RStudio","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Typically in a markdown or MS Word memo on the network drive","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents, Creating internal business memos","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, VBA","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Actuarial Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 15:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Statistical and modeling capabilities.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 15:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"At University","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend R to a colleague, friend, or family member?":1,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"/","What do you like least about using R?":"Everything","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I plan to stop using it","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Four","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Survey analysis, Programming in general","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Geoinformation systems and surveying","What is your job title, if any?":"Geodesist","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 16:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Excel","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Web requests","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, Power BI","What was the FIRST computer language or tool that you learned?":"VBA","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Risk manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/19/19 16:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"data transformation ","What do you like least about using R?":"terse documentation for base R functions, error handling ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, Perl, bash","What was the FIRST computer language or tool that you learned?":"FORTRAN","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 16:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"As part of a class about wildlife monitoring","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"It's flexibility and robustness","What do you like least about using R?":"The steep initial learning curve and the sometimes obscure errors and warnings","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 16:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"vk.com"}
{"Timestamp":"12/19/19 17:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Software Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"local community chat"}
{"Timestamp":"12/19/19 18:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"M","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Chile","What industry do you work or participate in?":"Military","What is your job title, if any?":"Artillero Instructor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 18:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, STATA, Stan, BUGS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"MD","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 19:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Fun!","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love having insight into (well formed) data at the tip of my fingers. I also like using the tidyverse to put data into proper form","What do you like least about using R?":"Occasionally, if I commit something in github desktop or through command line, Rstudio desktop doesn't catch it right away and I have to restart.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, So far, exclusively twitter, or through colleagues who found it on twitter!","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, So far, mostly through personal presentations to colleagues and partner.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, knitr is just so convenient and powerful","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, Tableau, I use a lot of PowerShell","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Systems Analyst","Which category best describes the work you do?":"70% IT Service Desk Work and the rest is Web Analytics","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 19:54","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love the amount of packages available to do various types of analysis. Also the community. ","What do you like least about using R?":"Mostly the errors I encounter, though solving the problem with R is also what I enjoy .","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, ArcGIS, QGIS, SAGA, GRASS, PostGIS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Undergraduate Student ","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 20:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's very easy to slice and dice data","What do you like least about using R?":"When a second order dependency updates and breaks your code in production ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Julia","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/19/19 20:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Documentation","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 21:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"speed, power, vector-based","What do you like least about using R?":"DEBUGGING","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC (not visual).  Also FORTRAN, COBOL","What year were you born?":1960,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Finance conference","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/19/19 22:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/19/19 23:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Making the transition between base r and tidyr base r seems so much easier as direct but is not so reusable","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials, Financial analysis, Gis map, slides for math courses, research notebooking","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is a versatile research environment for doing research and data science","What do you like least about using R?":"Tidyr just is not intuitive. Looping is inefficient but easier to remember thanthr collective function","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Cheatsheets in rstudio","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Rblog weekly digest","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, Slides for Math lectures","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, Ruby, Visual Basic, Perl, lisp","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1953,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Thailand","What industry do you work or participate in?":"Education","What is your job title, if any?":"It Dir","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/19/19 23:16","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like the range of options I have joining and wrangling data together ","What do you like least about using R?":"I have a hard time remembering all of the functions and packages I use less frequently ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating html reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"UX Researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/19/19 23:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Interactive & Rstudio ide","What do you like least about using R?":"Inconsistent way packages are setup.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Principal Specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/20/19 0:46","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis, Application development","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop Pro (IDE), RStudio Server Pro, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The open source community","What do you like least about using R?":"Error handling and lack of logging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Application development / scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Go, Java, Javascript, Matlab, Python, Ruby, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Software","What is your job title, if any?":"Solutions Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/20/19 0:56","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I can use it for the entire pipeline of my work from gathering and cleaning data from various sources to analysis to publications","What do you like least about using R?":"Unhelpful error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 1:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data.table and ggplot2","What do you like least about using R?":"Neural networks","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Qlikview","What was the FIRST computer language or tool that you learned?":"Pasqal","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Slack ods.ai"}
{"Timestamp":"12/20/19 1:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 2:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R language consistency","What do you like least about using R?":"limitation in work with bigger datasets","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1989,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/20/19 2:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Data.tables","What do you like least about using R?":"The pipes ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Powerbi","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 3:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R allows me to work independently of our programmers","What do you like least about using R?":"I can't yet write  my own fucntions)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"The Linux command line","What was the FIRST computer language or tool that you learned?":"Go","What year were you born?":1972,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"linguist researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/20/19 6:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server, Vim, Rscript","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I do everything with R","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Law","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 6:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"generality of use","What do you like least about using R?":"data formating/handling","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Matlab","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1970,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/20/19 7:55","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Testing and package developing","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating statistical reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Large computations","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 7:57","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"makes it easy to do pretty much everything with data.","What do you like least about using R?":"my colleagues dont understand it :( ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Python, Tableau, Julia","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"data engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/20/19 8:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"everything available, stability","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Visualization, Genomics, database","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1974,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/20/19 9:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":3,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, oracle","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"markdown ggplot","What do you like least about using R?":"complex datatypes, R tries to guess what you mean rather than give a syntactic error. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, creating word documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, oracle","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1952,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"consulting physician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/20/19 9:23","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Studied on discipline Mathematical Software Packages in ETU","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), CoCalc","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, GNU Octave","What was the FIRST computer language or tool that you learned?":"GNU Octave","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"VK"}
{"Timestamp":"12/20/19 9:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"MOOC's and on the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There are generally packages available with useful functions to complete difficult tasks.","What do you like least about using R?":"troubleshooting errors and trying to understand some documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, Embedding results in research papers submitted to publications, sharing created datasets  with internal and external collaborators ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, perl","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"research technician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/20/19 9:50","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":3,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Months","How do you think you would go about the process of learning R?":"By taking an In-person course (including bootcamps and workshops as well as more formal courses)","Which statement most closely reflects the primary reason why you are interested in learning R?":"I want to do statistical analyses","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Visualization","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Jupyter Notebooks","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1966,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Sales","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/20/19 12:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There is always more to learn","What do you like least about using R?":"Deciding which packages/approaches to learn","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1973,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 12:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Elegant syntax and the best tool I have ever used for statistical analysis and data manipulation.","What do you like least about using R?":"Nothing!","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Data warehouse for results from modelling.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Power BI","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Email"}
{"Timestamp":"12/20/19 12:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"None as a person with CS background","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fast prototyping, quick visualizations and data wrangling.","What do you like least about using R?":"Its single thread nature.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, GitHub","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Go, Java, Javascript, Matlab, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Any","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/20/19 13:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of data transformations with the Tidyverse packages, ggplot for visualizations, and Shiny","What do you like least about using R?":"Cryptic error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 13:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Navigating R documentation before RStudio and before googling R turned up anything relevant","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RMarkdown","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It facilitates my work (genomics) in an efficient and powerful manner AND I can create unit tests to validate my work","What do you like least about using R?":"Wondering if there is a package or tidyverse method of doing what I routinely accomplish in base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, Mostly pdf and html documentation of analyses and other work","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Perl, bash","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Faculty research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 14:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"very powerful","What do you like least about using R?":"language irregularities can be confusing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 14:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexible language","What do you like least about using R?":"Figuring out the right function or package for the job at hand.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Go, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/20/19 14:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse and magrittr","What do you like least about using R?":"It returns NAs instead of errors ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SQL; Haskell for home projects and study","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Israel","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 15:11","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Manage and visualize big amount of data","What do you like least about using R?":"Sometimes is hard to Get resulta. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 17:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R makes sense coming from a mathematical/statistical background","What do you like least about using R?":"Sometimes R just feels outdated","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 19:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility; always new things to learn","What do you like least about using R?":"Not having the proficiency to write elegant code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"CQI Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/20/19 20:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, telegram group","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, sql","What was the FIRST computer language or tool that you learned?":"","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/20/19 20:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"variety of packages","What do you like least about using R?":"inconsistencies across packages, poorly documented packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, r-weekly","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Stata","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/21/19 1:16","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Less debugging than other programming languages.","What do you like least about using R?":"Can't find tutorials or answers for hard questions that I have.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Have not found a good way to do so.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Go, Javascript, Python, Rust, C#","What was the FIRST computer language or tool that you learned?":"I have tried learning to program for over a decade without success. I started with C and Python.","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"I thought ethnicity was(were?) a fact, not a subjective thing, factually I know I am 'mixed South American' and I know for sure of the following blood in my genome: austrian, portuguese, african.","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Strategic Account Executive","Which category best describes the work you do?":"As a consultant I perform significant part of the sales process.","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"I openned R Studio and there was a link"}
{"Timestamp":"12/21/19 1:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"creating visualisations with large data sets","What do you like least about using R?":"finding errors in my code, learning how to do something new","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1957,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor in Business","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/21/19 7:10","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"focus on statistical computing","What do you like least about using R?":"syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, spatial data processing and analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, delphi","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1970,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 8:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Connect, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Perl","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Administration","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 8:52","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":4,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Months","How do you think you would go about the process of learning R?":"Through an online course or courses (e.g., Coursera, edX, Datacamp)","Which statement most closely reflects the primary reason why you are interested in learning R?":"R is required for my work","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Modeling, Financial analysis","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Python","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Geologist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Finance conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 9:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Generally terrible error messages and troubleshooting; computing on the language is a chore - SAS macros are orders of magnitude easier to use.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Blog sites","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"HTML documents ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Manager, Data Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 10:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is flexible and allows for a lot of good programming. It is also incredible for cleaning data. ","What do you like least about using R?":"There can be a high cost to learning R, and some nuances with open source packages such as updates, dependencies, etc. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 11:14","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functional programming","What do you like least about using R?":"Not having a clear stance on list, dataframes, matrix","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Books","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Slack","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, C#","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Manager DS","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/21/19 11:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Multiple possible methods for many tasks is confusing when self teaching","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can accomplish my goals quickly","What do you like least about using R?":"package documentation (how to use) and indexing (i.e. finding packages) can be sparse","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, OpenOffice","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/21/19 13:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Alteryx","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The simplicity of creating powerful solutions built through other languages, like html widgets","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, learnr html tutorials","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Leveraging packages not available in R, for example for cryptocurrency trading libraries that make connecting to exchanges APIs really easy tend to be made in Python and not R ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 14:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Not recognized enough","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Croatia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/21/19 15:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to visualize data and patterns","What do you like least about using R?":"Learning how to diagnose errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Director","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/21/19 16:49","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Thinking functionally","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Functional interface","What do you like least about using R?":"StringsAsFactors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Cran Task Views","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Julia","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1970,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Biotechnology","What is your job title, if any?":"Science manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/21/19 17:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1996,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language concepts","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"CRANberries","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"Basic (before Visual Basic existed)","What year were you born?":1966,"What gender do you identify with?":"males","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/21/19 19:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Gertting things done ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/21/19 22:24","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community support","What do you like least about using R?":"package syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Export to Excel and JPG","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, MITS, Phocas","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1950,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/22/19 0:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse packages for data manipulation and analysis","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Podcasts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Biotech","What is your job title, if any?":"Product Marketer","Which category best describes the work you do?":"Marketing","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/22/19 4:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"creating HTML reports for stakeholders (with hidden code for other analysts)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, git, oozie (Hadoop workflows)","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/22/19 7:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, JASP","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Unexplicable errors due to data type","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, JASP","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White Slavic","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"Junior researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/22/19 7:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"It was a long time ago. I used s-plus books because there was nothing for R","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The best tool for statistical modelling there is","What do you like least about using R?":"I don't know...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"systat","What year were you born?":1969,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Reader in Evolutionary Ecology (NB this really is my job title...)","Which category best describes the work you do?":"Academic so both education and research","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/22/19 9:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Inconsistency","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Go, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/22/19 15:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse standard","What do you like least about using R?":"deployment of shinyapps in Windows environment","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/22/19 15:14","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), QGIS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":""}
{"Timestamp":"12/22/19 17:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shiny Server Pro run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Developing data transformation code for deployment in Shiny apps and Rscripts run by a cronjob","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Senior Advanced Process Control Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/22/19 18:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It is the standard for state-of-the-art statistical modelling","What do you like least about using R?":"It can be quite slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Cranberries","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating Word documents for use by other scientists","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Accessing specialised data sources","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1958,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Research","What is your job title, if any?":"Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/23/19 1:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Having a project specific purpose ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility. Ability to solve complex problems with simple solutions. Flexibility. ","What do you like least about using R?":"Lack of documentation. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, TWITTER","How do you share the results that you create in R? Check all that apply.":"Email, Excel","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Financial analysis, Still learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, Sql","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Accounting ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/23/19 3:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, create HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, JMP","What was the FIRST computer language or tool that you learned?":"Maple","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Slack"}
{"Timestamp":"12/23/19 5:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"RStudio","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"scientific colaborator","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/23/19 7:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse regularities; readability; and flexibility ","What do you like least about using R?":"Lack of regularities between different packages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Excel workbooks","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Non-analytic task such as automating website report downloading","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Cis male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Pharmaceuticals","What is your job title, if any?":"Principal Data Anaylst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Medicine conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/23/19 8:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Immersive, interactive social network analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, SPARQL-based graph databases such as Stardog or Blazegraph","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's completeness; the ability to do anything from raw analysis to highly interactive web-based applications","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript, Python, SPARQL, SQL","What was the FIRST computer language or tool that you learned?":"Timeshared BASIC (circa 1974)","What year were you born?":1962,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Director of Research Operations","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 9:06","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Connect","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, My R reference books ","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau, IBM Cognos ","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1971,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Manager, Analytics ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 9:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Snakemake ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student ","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"a chat on Telegram "}
{"Timestamp":"12/23/19 9:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Multiple packages, each one with own syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Big R Community","What do you like least about using R?":"Some Econometric methods still not implemented in R","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 10:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Computational Biologist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/23/19 10:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"diversity of packages","What do you like least about using R?":"missing examples in descriptions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran77","What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"European","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"managing director","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/23/19 11:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free/Libre software. Functional programming, and the community developed packages (lots of usefulness there).","What do you like least about using R?":"multiple OO systems and the packages I use are a mix of all of them (s3, s4, reference, R6)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, analysis reports in html","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Information Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/23/19 17:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is constantly evolving to add functionalities through packages","What do you like least about using R?":"It is sometimes hard to find packages that do the same things than other statistical softwares","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R packages built for search such as the sos package","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Stata","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/23/19 19:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Differences from S","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, SPSS, Visual Basic, Lispstat","What was the FIRST computer language or tool that you learned?":"Basic (not Visual)","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Generating reproducible reports","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open-source community","What do you like least about using R?":"Not all packages play nice with one another (more a critique of package devs)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Matlab, Python, Tableau, Julia, Cython","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student, Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Environmental Scientist","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There is a package for everything","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Ruby","What was the FIRST computer language or tool that you learned?":"Visual Basic","What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"","What is your job title, if any?":"Head of Data Science","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:08","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R does not behave like other computer languages I use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis, Clinical trials, Shiny","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Available online resources and community","What do you like least about using R?":"It doesn't work how I expect based on other languages I've used","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, SAS, SPSS, Visual Basic, Pascal, Fortran, Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1959,"What gender do you identify with?":"maile","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"webscraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility; scripting","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Grants management officer","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity and vectorized operations","What do you like least about using R?":"Documentation is not beginner friendly. Examples are a great idea but can be unintuitive","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Student/bootcamp facilitator","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse syntax is generally very comprehensible and understandable","What do you like least about using R?":"unhelpful error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Power BI","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Sr. Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Data.table ","What do you like least about using R?":"The inference that the Tidyverse is required to learn R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Fortran, BASIC, Pascal ","What was the FIRST computer language or tool that you learned?":"Fortran ","What year were you born?":1964,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Performance and stability/consistency","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Exhaustivity","What do you like least about using R?":"Shiny still need some development","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, linkedin, twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Power BI","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Algeria","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Financial Analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1984,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Fundraising","What is your job title, if any?":"Data consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Geospatial analysis and visualisation ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse ","What do you like least about using R?":"Quirks of base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Four","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating reports in Word using corporate template","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, Perl","What was the FIRST computer language or tool that you learned?":"BASIC; assembler","What year were you born?":1968,"What gender do you identify with?":"Cis man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community has the answers when I'm lost","What do you like least about using R?":"Debugging ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1946,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"Post doctoral fellow ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy it is to munge data using pipes and dplyr ","What do you like least about using R?":"Code could look ugly to the untrained eye and inability to build other things outside data analysis like web applications (shiny and plumber are limited compared to Django and flask in Python)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It has the best range of statistical methods ","What do you like least about using R?":"It can take a lot of time to get visualisations just right","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Manager - Experimentation","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speed of completing repetitive tasks","What do you like least about using R?":"Having to pull all data into memory ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, @dataandme","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, SQL ","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Retail ","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS, Google sheets","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am continually learning new stuff and expanding my own limits; I love the social aspect of the R community: eg on Twitter and at R-ladies meetups.","What do you like least about using R?":"Especially at the beginning: there are many ways to do the same thing. How do I know what is the right way?","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, HTML from rmarkdown in a shared work folder","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents, HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, PHP, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data scientist / education researcher","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Word documents for internal discussion","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"RATS","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 19:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse synyax and UI","What do you like least about using R?":"Re installing packages when I update","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, ? On the command line","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Parameterized reports on rstudio connect","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Senior scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:05","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to consider more than one object, unlike stata ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Stata ","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1988,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Social researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"self contained, offline","What do you like least about using R?":"integrations with git, package updates that break old version","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, r openstudio","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":25,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Expressive code without a lot of scaffolding required. ","What do you like least about using R?":"Packages with poor documentation and no useful examples for the primary functionality of the package. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, API for internal dev teams ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating pdf documents; creating html documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing, Obtaining data from third-party APIs","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse, tidymodels, tidyverts","What do you like least about using R?":"tidyverse having tons of dependencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"anything except data science","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"China","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data mining engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Package diversity ","What do you like least about using R?":"Package diversity ","When you have problems in R, where do you go for help?":"Read the source","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic ","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Director ","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 20:55","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Executive director","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 21:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity","What do you like least about using R?":"Unhelpful error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Publications","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Post Doctoral Researcher ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/23/19 21:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server, Bash","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, LaTeX","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, Tableau","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1967,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 21:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Healthcare Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 21:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"%>%","What do you like least about using R?":"some packages have terrible docs","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"MSc student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/23/19 22:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1970,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"coach","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 23:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functional programming","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Data Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 23:24","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Setting up a proper workflow in An enterprise/corporate setting","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide range of applications and use cases","What do you like least about using R?":"Configuring or troubleshooting R environment and tools","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Market Analytics Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/23/19 23:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to answer a question","What do you like least about using R?":"Not knowing the techniques I need to reach the conclusion I know of","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Journalism","What is your job title, if any?":"Data reporter","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 0:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Pipes, dplyr, ggplot2","What do you like least about using R?":"Hard to productionize","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, PowerBI","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 0:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Ruby","What was the FIRST computer language or tool that you learned?":"TurboPascal","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 1:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I started before the Tidyverse, wasted time on time-series packages that were not needed, started with base graphics, used troublesome aggregate & apply functions, etc ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Lab data acquisition and analysis; network security and performance; IP address management","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Doing interactive analysis with the option of turning it into a batch report in HTML or PDF format.","What do you like least about using R?":"Still run into odd things like the need to use rowwise() and then see extreme slowness using the resulting data frame until applying as.data.frame(). Just went through that a few hours ago...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Internal group Web server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Hardware interfacing (but I user Perl more often)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Perl; FORTRAN; Pascal; Assembly; Verilog; AWK","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1955,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Technical Adviser","Which category best describes the work you do?":"Mostly retired, part-time in old job; personal research","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 1:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 4:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 4:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Good documentation available online for free (books + rstudio site)","What do you like least about using R?":"uninformative or misleading error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 4:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Datavis","What do you like least about using R?":"Debugging code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shiny server run by my organization ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, Middle eastern ","In what country do you currently reside?":"France","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Science developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 4:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 5:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Helpful community","What do you like least about using R?":"Installation and package management at work","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 6:54","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/24/19 7:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"the power, flexibility and efficiency of Matt Dowle's data.table package ","What do you like least about using R?":"RStudio's debugger","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Costa Rica","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Associate Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 8:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Community and support","What do you like least about using R?":"The split between \"native\"R and \"tidyverse\"R developers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Local Shiny or ShinyProxy servers","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Visual Basic, bash, awk, Perl","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Lithuania","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior customer engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 8:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Feeling like I earned what I did","What do you like least about using R?":"Inconsistencies abound","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 10:55","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Survey analysis, Teaching students","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Development environment","What do you like least about using R?":"Numerous packages with overlapping functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1953,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Math Dept. Chair","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 12:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"User community ","What do you like least about using R?":"R environment nuances ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Backend database fetching","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Pharma conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 14:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide range of open source packages with good documentation (mostly but not always tidyverse), continual development of new and existing packages","What do you like least about using R?":"Error messages often misleading when taken literally","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rweekly.org","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Sharing analysis internally","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Python","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 15:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Single threaded","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R weekly","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Go, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Jedi","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Non profit","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 15:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server, Shinyapps.io, Shiny Server, SPSS, Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community and order ","What do you like least about using R?":"Regular expressions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Ecuador","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/24/19 16:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1989,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Packages that help me model that fit my problem","What do you like least about using R?":"Having a limited community at work who also use it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, Tableau, Visual Basic, Power BI","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director, Corporate Strategy and Business Analytics","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/24/19 17:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse packages","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Research","What is your job title, if any?":"Linguist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/25/19 0:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1998,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/25/19 4:37","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Saving time from document type-setting. No more cut - copy and paste between different softwares. ","What do you like least about using R?":"I found less people in India practicing it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, PhD thesis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"India","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/25/19 7:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rmarkdown and the vast ecosystem of packages. ","What do you like least about using R?":"Function design inconsistencies accross packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"France","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/25/19 12:11","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Me gusta mucho la visualizaci~A^3n que permite tener, adem~A!s de poder aplicar cualquier paquete y en caso de ser necesario ajustarlo a mis necesidades ","What do you like least about using R?":"Un poco que solo hay en idioma Ingl~A(c)s el software pero entiendo que es un idioma universal y por eso lo estoy aprendiendo","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1998,"What gender do you identify with?":"Masculino","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Ecuador","What industry do you work or participate in?":"Education","What is your job title, if any?":"Estudiante","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/25/19 12:21","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Packages","What do you like least about using R?":"Documentation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/25/19 17:59","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"Don't use it yet, just started learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Python","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Technology","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/26/19 4:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"It was the first properly functional language I learnt","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The variety of packages ","When you have problems in R, where do you go for help?":"Reek.org","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Fortran","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professot","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/26/19 9:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Productive for non-programmers","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/26/19 12:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It made everything easier when my alternative would've been Excel at the time.","What do you like least about using R?":"The fact that advanced users dominate and often give confusing answers from a beginner's perspective.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"I used it twice to create PDFs showing my workflow to a professor and a non-R user","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"I just started learning it.","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Environmental Research","What is your job title, if any?":"Project Consultant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/26/19 15:58","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server, Rmarkdown files","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio IDE, RMarkdown, RPubs, It's easier to learn than Python. dplyr/magrittr chaining","What do you like least about using R?":"It lacks a single ML library that is as comprehensive and flexible as sci-kit learn.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, crantastic","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"creating html documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/26/19 16:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse - dplyr, ggplot, %>%","What do you like least about using R?":"lack of \"enumerate\" function","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, VBA","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Jewish","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/26/19 20:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny capabilities.","What do you like least about using R?":"working troght proxy","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, mql5","What was the FIRST computer language or tool that you learned?":"clipper","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/26/19 23:38","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"since I was learning R mostly by myself, I left the required freedom of a classroom to make mistakes and move on was missing.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis, help run a user feedback cell","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and the readily available help","What do you like least about using R?":"Too many window panes in the RStudio IDE,  though I can change that setting","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, while trying to solve some problem that I am facing, that is how I discovered the {here}. And some more.","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, much of the work is not open to public, I use HTML documents and share on email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Indian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/27/19 1:38","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"no frills","What do you like least about using R?":"irregularities ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"htlm/css","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/27/19 7:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to wrangle data sets efficiently.","What do you like least about using R?":"memory management can be better.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"eight\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Rapidminer","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"Iran","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/27/19 8:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I really enjoy the graphical capacities of R as well as the possibility to interact with other software (eg OpenBUGS, Stan...)","What do you like least about using R?":"Depending on the package language of programming may change. Error message are sometime difficult to fix.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Book (r4ds...)","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, RMarkdown document","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, OpenBUGS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Agriculture and animal science","What is your job title, if any?":"Professor veterinary medicine","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/27/19 10:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Gets the job done","What do you like least about using R?":"language inconsistency over time","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, C#","What was the FIRST computer language or tool that you learned?":"Delphi","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Human","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral student","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/27/19 11:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Constructing data processing pipelines is very easy and logical","What do you like least about using R?":"Tough to scale more complicated programs (likely my problem)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"perl","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"consulting","What is your job title, if any?":"analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/27/19 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I'm a graduate student in a quantitative research methods and psychometrics graduate program. I like that I can use R to apply the things I'm learning and see how they work with different data.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"I've found new packages mostly through tutorials for different tasks in R (e.g., machine learning or text analytics)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/27/19 20:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Swiss army knife","What do you like least about using R?":"Not sure","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Nonprofit, social servce","What is your job title, if any?":"Veteran Services Contract Manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/28/19 3:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Armenian American","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/28/19 4:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"endless possibilities","What do you like least about using R?":"getting stuck with shiny modules","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1965,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/28/19 7:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/28/19 8:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/28/19 9:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"help from the community","What do you like least about using R?":"scarce documentation for several packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Research","What is your job title, if any?":"researcher and data scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/28/19 9:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The wide variety of options to do either basic or advanced analyses in simpler way","What do you like least about using R?":"Often confused because of different logic in different packages, also sometimes the documentation does not provide useful information","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1996,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Research","What is your job title, if any?":"research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/28/19 10:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro, SAS, Shiny Server, Spark","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of programming and readability. Tidymodels packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/28/19 14:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Best visualization ","What do you like least about using R?":"It's hard to learn ","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/28/19 14:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/28/19 15:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its community ","What do you like least about using R?":"Processing large amount of data on it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Arab","In what country do you currently reside?":"Egypt","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/28/19 16:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Not falling in the trap to simply use packages without understanding how they work","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Heroku instances with Shiny installed","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The elegant way of dealing with data","What do you like least about using R?":"The piping operator is not most optimal typable on my keyboard. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, vignettes and helpsites","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Wolfram Mathematica, Awk","What was the FIRST computer language or tool that you learned?":"Turbo Basic","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Chief Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/29/19 4:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility, freedom ","What do you like least about using R?":"Execution Speed/performance","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"VP & Global Head of Biostatistics","Which category best describes the work you do?":"Management","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/29/19 10:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"none","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"whatever i struggle with someone already has found a solution","What do you like least about using R?":"nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Computer Vision, standalone apps","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Radar analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/29/19 11:19","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Code rather than GUI","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Coordinator","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/29/19 12:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Wide range of uses","What do you like least about using R?":"Deciding the right packageS to use","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating html emails","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":40,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 12:32","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"It seems like there are so many ways to do basic things, that learning can be difficult because some people might prefer to use base R whereas some might use tidyverse packages to solve the same basic issues for example.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Power BI","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 12:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"dplyr for data wrangling (I also do a lot of data wrangling directly in SQL)","What do you like least about using R?":"runtime limitations for scaling to big data/big models like memory, slowness, GIL,...","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"html reports of analysis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Scala, Julia & also many other older languages in the past (fortran, pascal, modula 2, lisp, prolog)","What was the FIRST computer language or tool that you learned?":"Pascal (in the 80's)","What year were you born?":1971,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data scientist / data engineer / software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 12:48","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"I like that it's free to use on my desktop as opposed to other statistical software that I have to run through my university website. ","What do you like least about using R?":"Sometimes, it can take a while to solve problems","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1997,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 12:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny","What do you like least about using R?":"three character pipe operator; need to switch Workspaces using e.g. R Markdown","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Medium.com","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Flexdashboard","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Junior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 12:52","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/29/19 12:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducible research ","What do you like least about using R?":"Unwieldy syntax ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit in particular","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Reddit","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Logo, pascal","What year were you born?":1977,"What gender do you identify with?":"Masculine ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 12:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ease of use. I can quickly go from thought to prototype to implementation. ","What do you like least about using R?":"Lack of adoption compared to Python ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Finance conference","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/29/19 13:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Product Support","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 13:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 13:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rstudio ide","What do you like least about using R?":"as.character(factor)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Subreddit"}
{"Timestamp":"12/29/19 13:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"A ton of packages","What do you like least about using R?":"A ton of packages; breaking changes in tidyverse package updates","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Optimization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Basic ","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 13:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to get going","What do you like least about using R?":"Sharing work","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Height","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"I don't know","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"SEO & web analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 13:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Veriety","What do you like least about using R?":"Data Import from Excel","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 13:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of use","What do you like least about using R?":"It can be slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1993,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 13:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Domestic Abuse Charity","What is your job title, if any?":"Admin","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 13:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's easy to use for a non-computer scientist.","What do you like least about using R?":"Lack of tools that enable automation.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Data acquisition","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Student","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:05","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"As a module in a BSc","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Studio, unsure which version","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"It's satisfying getting stuff to work! Things are logical once you know the rules, it's a template you fill in.","What do you like least about using R?":"Accidentally saved a workspace in rstudio and can't get it to go back to how it was before","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"I haven't","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Student","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's open source, has a great community, and has multitude of packages to accomplish your goal","What do you like least about using R?":"Was a steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Environmental Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:08","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ninja","What do you like least about using R?":"difficult to learn","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1966,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"project manager","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/29/19 14:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Python, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rcpp, purrr, tibbles, tsibble, forecast, dplyr","What do you like least about using R?":"Though I can get programs out faster and more performant I am discriminated against for using it. It is often looked down on in my current job, for misunderstood reasons. So I love R, but my boss does not like that I use it, even if it gets the job done. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Javascript, Python, Ruby, Swift","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Senior Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit \"r/rstats\""}
{"Timestamp":"12/29/19 14:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Cognos Analytics","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/29/19 14:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility to re-use previous solutions","What do you like least about using R?":"Small number of other people comfortable with reviewing work done using R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Apple II BASIC","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Principal Engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 14:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It provides me an ecosystem of tools for yielding the insight I seek from\ndata","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Splus","What was the FIRST computer language or tool that you learned?":"Fortran, then Basic","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Research Ecologist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse and how helpful the community is","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Rmarkdown HTML output in shared Dropbox folder","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post doc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/29/19 14:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functional and statistical ","What do you like least about using R?":"Data visualisation via ggplot isn't as good or as easy to use as Python's seaborne with matplotlib","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, PowerPoint reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Q (displayR)","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Analytics Leader","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Expressiveness, ability to quickly examine and manipulate data, ability to iterate quickly, visualization, and finally machine learning (before I preferred Python) now that the tidymodels suite is functional","What do you like least about using R?":"Sometimes it feels like you are not programming in R, but just learning to use packages. Also R is very elegant when a package or workflow already provides a nice solution for you, e.g. using ggplot2 with its many pre-defined plot types. However, it can quickly get messy and ugly if you want to do something that is different from the way the a package has defined for you. In comparison, Python sometimes requires a bit more work up-front (e.g. with visualization in matplotlib) but once you have mastered it, you can apply the same knowledge to so many other problems and you don't need to keep learning 'yet another package'.The lack of standardization in R, such as how package authors define the mechanics of their S3 classes (in comparison to Python, which already gives you a well defined structure to work with), means that the inconsistency can become fatiguing over time.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Geological Survey","What is your job title, if any?":"Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/29/19 14:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Lack of long-term stability","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Professional documents and reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Engineer","Which category best describes the work you do?":"Environmental Science","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 14:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's a much easier language to use jumping in and trying to do statistical analysis than many others. Also, RStudio is one of the best IDEs I've ever used, for any language.","What do you like least about using R?":"It can be frustrating if I don't know how to describe the problem I'm having, especially when using more obscure packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R for Data Science Slack Chat","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Generally for homework assignments","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1999,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Sports","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Logistics","What is your job title, if any?":"Sr. Business Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, simulations (if that's considered separate)","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"1) Access to large databases of statistical tools, though python is / is becoming equivalent in this.","What do you like least about using R?":"1) unexpected data change during data type conversions. I have to constantly check and double check that data values and orders are preserved throughout operations. The most obvious example, which is commonly a problem with most new users i've come across, is the conversion of a number through a factor back to a number. 2) I know this is a little out of the 'R' domain exactly, but documentation on development with bioconductor could be much better curated.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Perl","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Staff Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 14:53","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Adaptability","What do you like least about using R?":"No multithreading for windows slows down calculations for complex models","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit rstats"}
{"Timestamp":"12/29/19 14:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can achieve things I couldn't before, and automate/make interactive things I could","What do you like least about using R?":"Nothing specific","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 15:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Extensive libraries.","What do you like least about using R?":"Memory limitations.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"statistical research specialist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 15:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Initially by an in person course, followed by years of self/small group study","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation in plain language, better tutorials ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"If it can be done, it can be done in R. Ability to do exactly what I need with my data, exactly how I need it done, without paying for some crappy software.  Ability to visualize just about anything.  Ability to design my own workflow.","What do you like least about using R?":"Learning curve is steep and painful.  I also learned it concurrently with statistical concepts, so that sucked.","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 15:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Dplyr","What do you like least about using R?":"Base R Syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SAS, scala","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/29/19 15:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility and ease of data wrangling","What do you like least about using R?":"Learning how to set up a project ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1989,"What gender do you identify with?":"My sex is female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 15:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Ph.D.","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse and its intuitive syntax","What do you like least about using R?":"I miss Stata type locals.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Deep learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 15:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Building shiny apps","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speed of writing code in R syntax (vs something like SAS)","What do you like least about using R?":"Difficulty managing very large datasets in memory ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, GitHub","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Reddit r/rstats ","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Stata","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 15:42","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Ability to generate statistical test results for large datasets relatively quickly ","What do you like least about using R?":"It feels like a black box with what you input and what you get as output.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Research presentations/posters","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"I use R Markdown on programs outside of R","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Ruby, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Education Advisor","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 16:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility","What do you like least about using R?":"The steep learningcurve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1971,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 16:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Lack of rigorous treatment of basics.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), vim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"functional programming","What do you like least about using R?":"shallow over-hyped community and proliferation of low-effort packages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"for including R output within markdown and multi-markdown documents with knitr","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Matlab, Perl","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Lithuania","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 16:42","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility, versatility, huge community, open source","What do you like least about using R?":"Steep learning curve, hard to find answers sometimes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Slack, Reddit","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating custom Word documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 16:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"idiosyncrasies in the language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), neovim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rmarkdown, data exploration","What do you like least about using R?":"Idiosyncrasies, difficult namespacing, ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, perl, nextflow","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Bioinformatics Software Developer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 16:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The vectorized operations and the ease of manipulating data tables ","What do you like least about using R?":"The integration inside production apps ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Ruby, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Reddit.com "}
{"Timestamp":"12/29/19 17:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Power BI","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 17:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Coordinator ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/29/19 17:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SQL","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 17:50","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Using code to produce visualisations and reports in a reproducible way","What do you like least about using R?":"Arcane and unhelpful error messages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shared with my team at work via network drives","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating customised reports in word docs","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Qlik ","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 17:52","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In school as part my uni Q-step program","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Uni submissions","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1999,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 17:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"Complex interaction, like rmd, shiny, giving vaugue messages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Reddit/r/rstats","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"No","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Sql","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"/r/rstats"}
{"Timestamp":"12/29/19 17:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing, Development ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau, Node","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Marketing","What is your job title, if any?":"Platform engineer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/29/19 18:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Construction","What is your job title, if any?":"Data Analyst/Developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 18:13","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Dedicating time","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Very flexible","What do you like least about using R?":"I find that organizing / structuring projects may take more effort on average for R ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 18:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio and tidyverse","What do you like least about using R?":"That it is not as popular as python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Flexdashboard","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 18:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Tidyverse obsession","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"The language itself and the community","What do you like least about using R?":"Tidyverse obsession","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, r/rstats @ Reddit","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Rust, SPSS, D3.js, Haskell, Perl","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 18:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/29/19 19:04","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I found it quite intuitive to learn (coming from SAS), no real obstacles. Used lots of available help","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like least about using R?":"Sometimes package documentation is convoluted. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help, Reddit ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Peer reviewed publications ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1970,"I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/29/19 19:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How elegant and the many things I can do","What do you like least about using R?":"Difficult to productionize","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Sr director data science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/29/19 19:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing, Shiny Apps","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community/Documentation ","What do you like least about using R?":"Lack of production level support","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Production Code","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Clerk","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 19:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Learning programming in general","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit.com/r/rstats"}
{"Timestamp":"12/29/19 19:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Ppt ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director analytics ","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/29/19 20:19","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"As part of a course for my degree","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1990,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Microbiologist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Interactive dashboards","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"Quick to get going with a dataset and amazing visualisations.","What do you like least about using R?":"inconsistent interfaces to machine learning models & lots of boilerplate code when specificying them. Caret was a step in the right direction but more needs to be done.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, reddit","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, slack","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer, I'll never understand American's and their obsession with race and ethnicity. What has this got to do with anything? And what do you hope to understand from lumping Africans in with African Americans and Spaniards with Mexicans!?","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"You're too amero-centric here again. I have postgraduate degrees but not to a masters or \"professional degree\" level. More like equivalent to bachelors.","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Informatics Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ease of doing complex data transformations","What do you like least about using R?":"Some of the inconsistencies in R (e.g. compared to python)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Derivatives trader","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:28","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Web scrapping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Technician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I find it very user friendly. I feel like I understand what I'm doing.","What do you like least about using R?":"I'm still too new to this to dislike anything yet!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I don't share what I create","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1987,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research agent","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit (r/rstats)"}
{"Timestamp":"12/29/19 20:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Random, ideosyncratic errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Make","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 20:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding use cases that required me to find incremental ways of using R","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis, Exploratory analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"The majority of what I create is proprietary for private industry","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"This was confusing to read and I'm not doing what you asked.  ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Dask pipelines","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, PHP, Python, Ruby, SAS","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1985,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:40","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Measure slack","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1976,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Cofounder","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:47","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Package ecosystem","What do you like least about using R?":"Functional + OOP is a nightmare","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"I do not share my results","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Prototyping for just about any purpose","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Ruby, SPSS, Julia","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 20:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers for my bachelors degree","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Statas Syntax","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1998,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"subreddit /r/rstats"}
{"Timestamp":"12/29/19 21:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy tidyverse was to learn, and how fast data.table is","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Email"}
{"Timestamp":"12/29/19 21:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Slide decks ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Applied Data Scientist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 21:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Very intuitive and clean, lots of resources online too","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"fun stuff","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Jython lmao","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"r/rstats"}
{"Timestamp":"12/29/19 22:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Server, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy learning curve, amazing network of package creators and support","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, Groovy","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director, Data Management","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 22:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau, C#","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 23:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Being able to step through code. Getting results quickly.","What do you like least about using R?":"Not great for real-time streaming applications. a lot of APIs don't have examples for R (but do for python, js, Java, etc)","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), plumbr ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"To connect to APIs that I'm unable to get to work with R.","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Puerto Rico","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 23:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Piping","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Azure DevOPS","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"ODBC","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1976,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/29/19 23:17","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy it is to write code. Sometimes I overthink it.","What do you like least about using R?":"The error messages are not detailed enough, such as when creating a plot and something is wrong or missing it will sometimes give a basic error message or one that does not really help in any way to figure out why it is throwing that error. Most of the time you just have to paste it into Google and see if someone else has had that come up before and how they solved it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, Matlab, PHP, Python, Ruby, Rust, Swift, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Disabled","What is your job title, if any?":"Disabled","Which category best describes the work you do?":"Software developer","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 23:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, Julia","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 23:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Ease of data transformation and graphing","What do you like least about using R?":"Unhelpful error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Bots","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/29/19 23:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Consistency with the birth of \"tidy\" philosophy.","What do you like least about using R?":"The abscense of an interpreter that has thr OpenBlas library by default (Microsoft R Open is not in active development).","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Knowledge assitant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/29/19 23:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to get work done quickly ","What do you like least about using R?":"Sometimes it's hard to get data into R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD Student ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":12,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 23:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Connect, RStudio Desktop Pro (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Analist","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/29/19 23:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's a good genomic tool","What do you like least about using R?":"Irregular language compared to proper programming languages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African, White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit "}
{"Timestamp":"12/30/19 0:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Packages","What do you like least about using R?":"Updating","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/30/19 0:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"It is close to JAVA/C/JAVASCRIPT in concept and punctuation","What do you like least about using R?":"Sometimes there is bizarre syntax. Repeat/break comes to mind as my latest \"wtf did they do it that way for?\"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Question and answer sites such as Stack Overflow","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, Embedding results in papers submitted to clients","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"General programming tasks and macros. Its the built-in language for Notepad++ and Blender.","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, SAS, SPSS, Visual Basic, Mathematica","What was the FIRST computer language or tool that you learned?":"6502 Machine Language","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior Systems Analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit r/stats"}
{"Timestamp":"12/30/19 1:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 1:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Middle Eastern","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/30/19 1:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse standardization of functions and ecosystem","What do you like least about using R?":"Environment are painful to deal with.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 2:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Connect, RStudio Desktop Pro (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source","What do you like least about using R?":"Duplicate packages and packages having no common framework (eg no common way to handle\noptions, format results, etc)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, Company R slack channel","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Genomics, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Go, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"New Zealander","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Director ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":80,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, R Pharma conference","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/30/19 3:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The Tidyverse is wonderful","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Published research","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 3:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning programming (R was my first programming language)","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Using, manipulating and drawing data is really easy, especially compared to Python. Matplotlib and pandas are verbose and not straightforward by comparison.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Mara Averick's Twitter","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Microsoft Power BI","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Malta","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 4:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There's a package for everything","What do you like least about using R?":"Overwhelming, hacky, badly documented, package versions prevent reproducibility","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS, Visual Basic, Turbo Pascal","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 4:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Examples in the docs.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, Rust, Tableau","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"User experience analyst","Which category best describes the work you do?":"Project Manager","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/30/19 4:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Community and flexibility","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1990,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Education","What is your job title, if any?":"senior lecturer, junior research fellow","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 4:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How powerful it is for data analysis and visualisation.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit.com/r/rstats"}
{"Timestamp":"12/30/19 4:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse philosophy and syntax ","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, PHP","What was the FIRST computer language or tool that you learned?":"TurboPascal","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Consultant Radiologist ","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 4:47","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The customization and scalability","What do you like least about using R?":"The data types ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Ruby, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Pacific Islander","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Research coordinator ","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/30/19 5:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, web scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community (it is easy to find solution any problem)","What do you like least about using R?":"Documentation (It's not easy to understand it if user doesn't have background in computer science)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Very often I don't share the results.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML for GitHub Pages","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, shell","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"ministerial officer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 5:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Slowliness","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Armenia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/30/19 5:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Easy environment to use","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"BBC Basic","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Medical professional","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 6:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simple setup","What do you like least about using R?":"In-memory shortage","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 6:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Useful for fast production of graphs etc. for lots of data.","What do you like least about using R?":"help() doesn't often contain examples that I find useful or understandable.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Basic recreational applications","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/30/19 7:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server, Shinyapps.io, MySQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Very Compact and elegant syntax, vector coding, extremely large number of versatile packages, active development community.","What do you like least about using R?":"Poorly informative error messages and the '...' argument documentation. The triple dots usually always stumps me and we have to further dig into the variables that can be passed. The poorest error messages are from 'shiny' apps.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, google sheets","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, sending automatic emails using gmail and rmarkdown to generate variable body text.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Consultant (self employed)","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/30/19 7:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 7:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 8:03","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's very powerful","What do you like least about using R?":"Community seems to be lacking vs other languages like Python. Tough to learn the language alone","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Construction","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 8:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Shiny style apps for the enterprise are hard to build","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"PHP, Python","What was the FIRST computer language or tool that you learned?":"Basic, Pascal","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Andorra","What industry do you work or participate in?":"Education","What is your job title, if any?":"IT Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 9:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplified workflow. Instead of pushing data through multiple pieces of software (Excel -> Acess -> Excel -> SPSS -> Output -> Excel -> Word or Publisher) I can do everything in a single GUI. ","What do you like least about using R?":"Very steep learning curve, error messages can be difficult to interpret. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), PDF reports to my organisation, PowerPoint presentations, push the cleaned data to PowerBI for visualisation ,","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SPSS, SQL","What was the FIRST computer language or tool that you learned?":"COBOL","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"System Research Leader","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit.com/r/rstats"}
{"Timestamp":"12/30/19 9:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to learn and difficult to forget if you do it regularly ","What do you like least about using R?":"Syntax of irregularly used packages can be forgotten if not used often; need a way to store these for easy reference in future ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Philippines","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Head, Data Strategy and Analytics ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 9:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Factors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 9:40","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Choosing between multiple options to achieve an end (i.e., base r vs. ggplot) ","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The syntax is easy to understand, and it's very flexible.","What do you like least about using R?":"Especially in base r graphics, it can take too maby lines of code to achieve simple objectives. (Also, ggplot treats the data source as an aesthetic???)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic, Fortran","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 9:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"adopting best principles from the start and being able to learn quickly the difference between poor and better approaches to coding in R.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R open source unlimited universe; flexibility; versatility.","What do you like least about using R?":"Occasional slowness for certain computation. The RStudio IDE provides very handy functionalities that I'd like to see replicated in other editors, or have RStudio provide more interface customisation. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Non-profit","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/30/19 10:23","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Working with my real world data...mostly SQL +  database tables","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fun, fast, and feels like magic (whether things work or not!)","What do you like least about using R?":"Sometimes it seems impossible to figure out new things until you get it right ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"BI Analyst/Educator","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 10:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simplicity for statistical analyses","What do you like least about using R?":"documentation is too complicated, not enough examples","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/30/19 10:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Interesting blogs & twitter community, recent packages have great documentation","What do you like least about using R?":"Base R development should be on github to enable easier community contribution. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rweekly","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Github","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 11:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Data collection from the web","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio IDE and tidyverse syntax","What do you like least about using R?":"Sharing work with non R users","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Telecommunications ","What is your job title, if any?":"Business Intelligence Manager ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 11:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"There are so many available learning materials - e.g. Bookdown ebooks, packages like swirl, Matloff's fastR, etc.","What do you like least about using R?":"So many similar functions with different names, where fewer functions with additional arguments seem like they would have been easier to remember for the user.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, Reddit","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata, Power BI","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Internal Auditor","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 11:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The versatility and the helpful community around it","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Ruby, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Currently full-time Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 12:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's free","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Google Drive","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/30/19 12:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It types brackets for you, let's you see where objects are used.","What do you like least about using R?":"It won't show me the line with the error.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Ashkenazi Jewish","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Operational Researcher","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/30/19 12:42","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The excellent documentation of functions and wealth of learning and help resources. Also, I like that R is built on a set of foundational object types (vectors, lists, etc.), which, once learned (which was challenging for me), provide more flexibility to handle new tasks than I believe I would have in other statistical computing languages (e.g. Stata, SPSS, SAS).","What do you like least about using R?":"Most of my colleagues use Stata or SPSS, and my workplace provides good but not top-priority support for R users.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, R Markdown documents saved on our office's shared file system","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML report documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/30/19 12:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"radian","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is a functional programming language","What do you like least about using R?":"Inconsistent APIs between different packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Presentations","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Rust, Visual Basic","What was the FIRST computer language or tool that you learned?":"HyperCard","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 13:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's super dynamic","What do you like least about using R?":"Fitting objects into memory","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), reddit","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS, Julia","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Staff Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/30/19 15:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/30/19 16:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Croatia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuary / data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/30/19 17:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Github issues","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, JMP","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Associate degree (e.g. AA, AS)","In what country do you currently reside?":"","What industry do you work or participate in?":"Sports","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The visualization capabilities ","What do you like least about using R?":"Heterogeneity of best practices ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1000,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Senior Chemist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server, ShinyProxy","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Go, Javascript, Apex","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"CTO","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Understanding what statistical analyzes I needed to do (and why) ","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Readable code and access to packages developed by the community","What do you like least about using R?":"R doesn't feel like programming to me. Sometimes I feel constrained by not being able to do things I could easily do in Python with it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"I don't usually","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1993,"What gender do you identify with?":"Agender","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Science Instructor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Julia","What was the FIRST computer language or tool that you learned?":"BASIC","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Can be unstable","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, scala","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"telecomunications","What is your job title, if any?":"big data manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Epidemiology","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"flexibility; and ggplot2","What do you like least about using R?":"non-intuitive, hard to remember","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How much I can do using the same software","What do you like least about using R?":"Takes a while to get proficient","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD Candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Ruby","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"director of technology","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Some language quirks, many different ways to achieve one thing","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Books","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, standalone HTML pages as files, docx files","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, automation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic, Pascal","What year were you born?":1973,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Business Analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community, and the variety of packages","What do you like least about using R?":"Inconsistencies in syntax across packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"data collection, web scraping, data processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Some better API package support","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The code is often very efficient and pretty.","What do you like least about using R?":"Switching to and from Python can be difficult since for/while loops aren't as common or recommended.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1991,"What gender do you identify with?":"neutrois","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"So many tools for data manipulation, modeling and visualization","What do you like least about using R?":"Sometimes too many ways to do the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1966,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Associate Fellow, Data Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Medicine conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"One stop shop for all my analyses","What do you like least about using R?":"S4 objects","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"senior scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Readability","What do you like least about using R?":"Compute times","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Took 2 stat classes","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It streamlines processes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Program Officer ","Which category best describes the work you do?":"Research administrative","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","What do you like least about using R?":"Some packages are poorly documented and difficult to understand for non native speakers. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Trade/technical/vocational training, no degree awarded","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk Analyst ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Stata ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualisation etc","What do you like least about using R?":"Difficulty in using data that include value labels ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating rough docs to share with collaborators ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata ","What was the FIRST computer language or tool that you learned?":"Stata ","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"S3, Functionals, dplyr and not needing to use loops that often","What do you like least about using R?":"Knowing what the best packages are","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community","What do you like least about using R?":"speed, seemingly lack of resources on how to build R models into production environments, so analysis carried out in R still requires translating into another language","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, C#, SQL","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Product Developer ","Which category best describes the work you do?":"Mix of Product Development, Data Analyst and Software Deverlopment","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Lazy evaluation. ","What do you like least about using R?":"Profiling","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Building backend server","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Rust","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Vietnam","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Fullstack developer :(","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Make ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research analyst ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Teaching","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Mara Averick","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Image processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1992,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Open source, availability of learning resources & packages & help tools online, visualization capabilities","What do you like least about using R?":"Learning curve from other more point-and-click stats programs","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"HTML/CSS","What year were you born?":1992,"What gender do you identify with?":"Transgender male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Debugging and style. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SAS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The breadth of packages enabling rapid progression ","What do you like least about using R?":"Understanding advanced functions","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"Ruby","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Python","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"Java","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Management","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Model deployment, integration in production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Good online community of tutorials and problem answers","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Reddit/r/dataisbeautiful and twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Adaptability","What do you like least about using R?":"Lack of examples online","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Demographer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The room for customization after the initial (steep) learning curve","What do you like least about using R?":"unclear error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"R is extremely expressive for the types of data exploration, cleaning, and analysis I have to do.","What do you like least about using R?":"Not (quite) as easy to pair with AWS/GCP products--no R runtimes, packages not as well developed, etc...","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1989,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"fortran","What year were you born?":1962,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Librarian","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fast to get cromulent results","What do you like least about using R?":"Deployment to a production environment is difficult ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R package documentation, textbooks","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Elm, Haskell ","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Machine Learning Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community - easy to find answers to problems","What do you like least about using R?":"Inconsistent syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Head of Statistics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is very simple to create functions and tools needed to complete your specific project. There are also a ton of great resources. ","What do you like least about using R?":"Some popular packages such as plotly are not documented great. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Sports analytics ","What is your job title, if any?":"Biomechanical Motion Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ecosystem, tidyverse and ggplot","What do you like least about using R?":"the syntax is old and confusing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, GIS","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"C++ debugging support","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government contractor","What is your job title, if any?":"Research Staff","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vector based everything. ","What do you like least about using R?":"Packages with the same function names ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, PHP, SAS, SPSS, Perl ","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Scholar","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Ruby, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity of data frames/tibbles","What do you like least about using R?":"easy things are sometimes overly complex","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Treasury Analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Github repositories","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Libraries ","What do you like least about using R?":"Writing large programs ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Books","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, SPSS, Swift, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1970,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"That once you get over the initial energy barrier, and it 'clicks', you can achieve an outcome efficiently, and with satisfaction.","What do you like least about using R?":"There's often a bewilderingly large number of ways to achieve the same outcome. Although I deliberately constrain myself to the tidyverse in the first instance to limit the number of rabbit holes I could potentially disappear down.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Assistant Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community","What do you like least about using R?":"language warts","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R packages built for search such as the sos package, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, general documents (not via the add-on tools above, just vanilla Rmd)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1967,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Sql databases, word","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Variety of packages, always something new to learn","What do you like least about using R?":"Lack of basic language in documentation ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Pyinstaller package and tkinter to create exe file applications","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau, Visual Basic, Sql, html","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it feels like using scissors, so easy to cut things up.","What do you like least about using R?":"1. base R existing in books, so it feels like I need to know two languages.\n2. People are really judgemental about R, and think less of me for using R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Ruby, SAS","What was the FIRST computer language or tool that you learned?":"GWBASIC","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Software Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to quickly do things","What do you like least about using R?":"Keeping workspace organized","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Solving problems in a reproducible manner","What do you like least about using R?":"Speed issues with bigger datasets, but it's getting better!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Ruby, Tableau, Racket","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Program manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, complex image processing (outside ML context)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript, Python, Fortran","What was the FIRST computer language or tool that you learned?":"Commodore BASIC","What year were you born?":1981,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Research","What is your job title, if any?":"research associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive data structures, data visualization tools, R user community","What do you like least about using R?":"Speed, memory usage (particularly with large datasets)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Results often incorporated into newspaper stories/graphics.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Microsoft BASIC","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Reporter","Which category best describes the work you do?":"Journalist","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Less overhead for statistical work than Python but still very flexible","What do you like least about using R?":"Base R (sometimes required) has some internal consistencies","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, GIS scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data analysis is intrinsically difficult ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis, ETL","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Not having a grid like Excel","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Tableau, Visual Basic, Power BI","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Have to convince other people at work who uses python to use it","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, I write met PhD thesis with bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, Deep Learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Ruby","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post Doc researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Graph Analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"versatility","What do you like least about using R?":"versatilit","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing, Graph Analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Power BI","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1968,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Analytics Consulting Company","What is your job title, if any?":"Lead Expert","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"At the time I learned it there were few resources and it didn't easily do a lot of things it does well now","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It makes data analysis easy and fun ","What do you like least about using R?":"A bit slow for bigger modelling projects ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Matlab, SPSS, Visual Basic, Pascal, BASIC","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1978,"What gender do you identify with?":"Trans male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Most things work out of the box.","What do you like least about using R?":"Cryptic errors. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Grand Moff R-kin","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"thinking like a computer. ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, simulation, data gathering, website","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It enables me to do what i want to do. ","What do you like least about using R?":"Searching for a one letter term on Google. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Pet care startup","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, Ruby","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Freelance Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Keeping up with changes in the ecosystem","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Spatial Analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, Sisense","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It works like I think","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Marketing","What is your job title, if any?":"Lead Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great supportive community","What do you like least about using R?":"Package management and dependencies ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, STATA, Julia","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Figures, figures, figures","What do you like least about using R?":"Figuring out how data are stored is difficult sometimes (e.g., phylogenetic data)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"graduate student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Lots of packages, community support","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"News publication ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Journalism","What is your job title, if any?":"Data journalist","Which category best describes the work you do?":"Journalist ","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simply coding","What do you like least about using R?":"Unknown (for me) error message","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1978,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Not part of an institutional education program","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Associates","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community and tidyverse","What do you like least about using R?":"Slow for large data set","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Thailand","What industry do you work or participate in?":"Telecoms and retails industries","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Databases","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free and open-source. Decent docs and google-ability","What do you like least about using R?":"Experimenting with data visualization. I still don't find it very intuitive","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Show people my screen","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, API wrangling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Delphi pascal","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Low level control and the efficiency of object oriented approach","What do you like least about using R?":"Multiple ways of doing the same thing (which is also one of the things I like most!)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, I share the code with colleagues to generate their own results","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SPSS, Visual Basic, Stata, Mplus, MLwiN, EQS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1967,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fun to use","What do you like least about using R?":"Can be slow with spatial data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1976,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research consulting statistician","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse packages","What do you like least about using R?":"Troubleshooting error messages within complex scripts involving iteration","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing, Database-driven web application","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher and Academic Data Co-ordinator","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning how to let R's strengths, speeds, and areas of dev focus inform how I try to use it to efficiently and sensibly solve problems. i.e. learn how to program in R as R, not as a front for another language.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is open source, familiar to me, and I feel like it puts an \"I'm a real statistician\" label on me.","What do you like least about using R?":"That industry jobs often but not always prefer new hires to use Python.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation, built in R documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Coursework assignments and homework","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Website backend development and side projects","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Academia","What is your job title, if any?":"Teachers Assistant, Consultant, and PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community, constant building of new packages","What do you like least about using R?":"Error messages, unclear packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"biostatistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, dashboarding","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), Eclipse + StatET IDE","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"ability to have repeatable code but execute interactivley","What do you like least about using R?":"many different ways to do the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, as pdf's produced via Sweave + Latex","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Application Administrator","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Researcher","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Sublime Text","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility and transparency","What do you like least about using R?":"It can be slow when when manipulating large spatial datasets (rasters) ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Physical Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community content","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation, rseek.org","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), rseek.org","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1964,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of producing visualisations","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Rust","What was the FIRST computer language or tool that you learned?":"Lisp","What year were you born?":1960,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Medical professional","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community support and good documentation that leads you to learn the theory behind the analyses","What do you like least about using R?":"When understanding something (e.g. S4 methods and classes) requires that you have better core programming skills and the difficulty to get these skills ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents, writing reproducible reports in html - I prefer documents rather than R notebooks.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-Doctoral researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"The odd error dead end","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R4DS Slack","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, In html and pdf","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"General scripting ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SQL","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Hydrologist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:45","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to find solutions, many tutorials","What do you like least about using R?":"Incompatibility of some packages, and java problems","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Serbia and Montenegro","What industry do you work or participate in?":"Media","What is your job title, if any?":"Programme assistant","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Solving puzzles","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Vim with NVim-R plugin","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The friendly community","What do you like least about using R?":"The lacking of powerful and general libraries to make it a general programming language like python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Research Engineer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Clinical trials, Shiny","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to follow and the access to packages that can solve problems I have.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":40,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Migrated from S-Plus","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data.frames ","What do you like least about using R?":"Updates are hideous ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1977,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"lack of fundamental programming knowledge","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, scientific research","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"you can do anything","What do you like least about using R?":"you can do anything!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, creating reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Biologist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The intuitiveness and consistency of the tidyverse ecosystem (and awesome community!)","What do you like least about using R?":"finding ways to share work/analysis with less technical/ non-R users e.g. with excel","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"NGO","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its large and supportive community, the seemingly endless potential uses, the open philosophy...","What do you like least about using R?":"Error messages are non-intuitive ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"Ph.D. student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Data.table","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The transparency of the data analysis process","What do you like least about using R?":"The computation time","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating PDFs for homework, notes, etc. not using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's dynamic vectoring","What do you like least about using R?":"The language syntax it's a bit messy compared to other programming languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Facebook","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Financial analysis advisor","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1970,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like how I know how to do what I need to do and if I don't there's often a package to make it easier","What do you like least about using R?":"sometimes what I want isn't there and it's hard to get there","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, social media","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1983,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"grad student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Debugger is naff. ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse. Everything that isn't cruft from S. ","What do you like least about using R?":"Debugger is naff. Error message quality varies hugely by package. Silly language things missing like threading (parallel purrr), and sometimes simple things missing from libraries  - not to pick on purrr again but a map_df_nested you can use in a mutate to return a nested df. That should be a no-brainer, don't give us something as awesome as nesting and then make it hard. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Models are wrapped into docker containers. Containers run regularly, automatically storing results into databases and uploading CSVs to Box (for accountants)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"To check in to see if it's still a pain to make anything in a loop with it. It is. So then I go away again.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Rust, Swift, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1985,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Proessor","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:55","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Docker","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Honestly, CRAN","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"When people make me","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it's the most intuitive coding language I've used","What do you like least about using R?":"there's so many packages, I'm sure I'm missing some that would be really helpful to me","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Sports","What is your job title, if any?":"Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"learning takes time","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, simulation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), rmarkdown reports","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"statistics and plotting and documentation (of at least base functions)","What do you like least about using R?":"when new popular methods are not well documented","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, writing reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Genomics, simulation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:57","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility, makes you think more about stats and graphs","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, PHP, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Lecturer ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 17:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Not enough people around me using it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Director of Institutional Research and Planning ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Readability","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Javascript, Matlab, Python, Ruby, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Functional programming","What do you like least about using R?":"Lacks of lightweight, flexible deployment options","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being familiar with SQL prior to learning R made tidyverse verbage and logic easy to understand. ","What do you like least about using R?":"No built in Intel MKL without using Microsoft R Open","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Admin Supervisor","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It solves my problems","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's given me a very powerful way to process data that I didn't have before","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"General scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Support integration supervisor","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Weird errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I like the progression of steps to go from raw data to analysis product and the problem solving that this usually involves. ","What do you like least about using R?":"How easy it is to make an error that goes unnoticed (e.g. calling the wrong dataset from your global environment or a similar typo). ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-doctoral research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Not knowing programming basics ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Nvim-r","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Difference from other languages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Manager of strategic analysis ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"G-Suite products","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Framework consistency of Tidyverse","What do you like least about using R?":"Building custom tables is laborious.. even with GT","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director of Quality","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Stata ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Graphics ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1978,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Direct access to a large number of statistical techniques in a very consistent way","What do you like least about using R?":"Difficulty to organize my code in packages and the peculiar object oriented programming style.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1969,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Venezuela","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse packages are really easy to use and I built up fluency in them very quickly ","What do you like least about using R?":"Data types can be confusing, particularly when using functions that don't always output the same types consistently. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Mixed Asian and White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Junior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Coherence and power of tidyverse packages","What do you like least about using R?":"Technology professionals reluctance to consider it a \"proper\" language suitable for use in production. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Automotive","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop Pro (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1942,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Retired Guy","Which category best describes the work you do?":"Retired","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:08","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Similar things behave differently in different packages (eg. Some you can use pipe, some not.... Some dequote inputs, some don't, some work on dfs and lists and vectors, some just on one of those.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"More flexibility for data wrangling than stata","What do you like least about using R?":"Different results from doing similar things in different packages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Malawi","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"People analytics manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Colleagues","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Programming integrated with analysis","What do you like least about using R?":"Difficult to teach","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Generating homework answer keys in HTML","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC (I'm pretty old)","What year were you born?":1967,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"associate professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility","What do you like least about using R?":"Difficult to switch between R and other languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SQL Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"That it can do just about anything. The ease of corralling disparate, ill-formed data bits into usable data sets.","What do you like least about using R?":"Can't think of anything.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, I search generally, but it's usually StackOverflow that saves the day.","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I'm a journalist, so usually published stories.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"FoxPro's Scripting Language","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Media/Journalism","What is your job title, if any?":"Editor","Which category best describes the work you do?":"Data Journalist","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:12","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R is for users. Highly competent users ","What do you like least about using R?":"Core r folks are too conservative. Advances in ecosystem are either slow or built on shakey foundations. ","When you have problems in R, where do you go for help?":"Twitter ","How do you discover new packages or packages that are unfamiliar to you?":"Twitter ","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Rust","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Danish middle eastern","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Research","What is your job title, if any?":"Phd student ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Performance measurement analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, Ruby, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Manager ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Survey analysis, Metagenomics ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Can do almost every analysis with any type of data","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Appilcation development ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, Perl, bash","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Cote d'Ivoire","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"n/a","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Non-profit","What is your job title, if any?":"Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Powerful statistical analysis and visualization","What do you like least about using R?":"Somewhat arcane syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Typically selected screen captures and/or table copy and paste into PowerPoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC!","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Analytics Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/30/19 18:15","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":4,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Years","How do you think you would go about the process of learning R?":"By myself using a book or online documentation that is not part of a formal course","Which statement most closely reflects the primary reason why you are interested in learning R?":"I want to do statistical analyses","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Survey analysis","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Microsoft Excel, SPSS","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1955,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/30/19 18:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Generalisable ","What do you like least about using R?":"Non helpful error messages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1982,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Distill","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"F77","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The S3 system","What do you like least about using R?":"Managing software environments e.g. with conda","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Simple HTML reporting (tables, figures)","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Python, RStudio Desktop Pro (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny","What do you like least about using R?":"Syntax is sometimes clunky compared to something like python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Image analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic, FORTRAN ","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"R Pharma conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Idk","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":13,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"data visualization","What do you like least about using R?":"Parallel processing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Ruby, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Research","What is your job title, if any?":"Fisheries Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's really intuitive once I get the 'grammar' of it, and is generally really wonderful to work with. It's super-powerful, but elegant.","What do you like least about using R?":"Sometimes the documentation isn't very helpful -- often I need a really simple example, but all that exists is incredibly complex. (Compare to the documentation for Pandas, which generally starts with the easiest implementation and ramps up.)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1982,"What gender do you identify with?":"Genderqueer","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Environmental technology","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Not knowing about Tidyverse when I started learning. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1962,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speed of data manipulation","What do you like least about using R?":"Acting on rows in a data frame. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Research analyst","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Nothing sticks out in my memory ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy ","What do you like least about using R?":"A lot of my colleagues hate it","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor (Assistant) ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility and being able to write out specifically want I want the program to do and modify tasks based on my needs","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis, General scripting language","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse","What do you like least about using R?":"It is difficult to deploy applications packaged in packages without installing a full R distribution","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, PhD thesis with thesisdown; Shinydashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Intelligence Specialist","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Open source, saves multiple objects at once ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Go, Matlab","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Scientific Posters, Research Documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Visual Basic, BASH","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Scientist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"reproducible visualisations and documentation. interoperability","What do you like least about using R?":"Not always fastest choice","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"fortran","What year were you born?":1977,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"I like the mix of functional and object oriented programming. And I like that it is built for statistical programming first. ","What do you like least about using R?":"I wish it was more widely adopted and understood. Most employers default to Python (which is yucky)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:33","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"That is very non-mainstream in my work environment","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-Ladies network","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-Ladies","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, I export to other tools (ie. write a csv) or I use R in a temporary step in an analysis that ends up written and shared in Word or Powerpoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating HTML documents that store my analysis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, html, css","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Readily available help online and built-in. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Ruby, Visual Basic, Perl, C#","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:37","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Ruby","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Freelance developer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Lazy evaluation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Equipment Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Fortron","What year were you born?":1976,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Civil Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Dplyr","What do you like least about using R?":"Deal with dependencies in Bash / Docker, scalability","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"M~A(c)dical Geneticist MD","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Inconsistency and lack of clarity on syntax for operating on individual columns, rows, and cells of dataframes ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"1) That it can do anything if you find out how and 2) the friendly community. ","What do you like least about using R?":"The documentation is sometimes hard to understand. Base R syntax is not very readable. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Spatial analysis ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"It is relatively easy ","What do you like least about using R?":"Error massages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Social media apps","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Tableau","What was the FIRST computer language or tool that you learned?":"Fortran ","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Middle eastern ","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Saudi Arabia","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior Hydrologist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter "}
{"Timestamp":"12/30/19 18:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Making plots and genomics.","What do you like least about using R?":"Poor documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data manipulation and visualization using dplyr and ggplot.","What do you like least about using R?":"Data types outside of vectors and dataframes were not intuitive to me. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:53","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"free","What do you like least about using R?":"less compatible to Windows of Japanese edition","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"undergraduate student","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Statistics graduate degree program","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It makes data analysis easy. Perceived wizardry is frequent.","What do you like least about using R?":"Packages not compatible with some data types (example: if using the Matrix package for sparse data, not compatible with many packages). Knowing which package is the best for a certain task when packages have the same purpose.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Searching CRAN","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1977,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 18:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The sense of achievement when you use R and it all works as planned","What do you like least about using R?":"Not enough time to keep up with new pacakages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Spatial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Lotus 123","What year were you born?":1959,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It's free, and I can always find a package to do what I need.","What do you like least about using R?":"I don't have anyone in my workplace to consult--I am the expert there--so I have to rely on Google.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1976,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor of Biology","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community is encouraging and progressive.","What do you like least about using R?":"Not enough people use it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, process documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"lots of great packages useful for my work","What do you like least about using R?":"error messaging has improved, but needs to improve more","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Julia","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The plethora of packages ","What do you like least about using R?":"The language quirks ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Tableau, Mathematica","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"reproducible, open source","What do you like least about using R?":"The perception it is too hard by students and collaborators; little niggles like folder slashes when setting working directory in Windows","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, SPSS, Visual Basic, Fortran","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1968,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Survey analysis, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Elasticity ","What do you like least about using R?":"Updating R is horrible ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1986,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy access to statistical libraries","What do you like least about using R?":"Syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1958,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Systems Engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's so much fun, so expressive (for data analysis), powerful at doing what I need to do (I'm in science). Plus making R packages is so easy and fun too! ","What do you like least about using R?":"The error messages and the documentation of the functionality of a large majority of packages (especially base R). Both are often vague and poorly written for new users of the functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server, C/C++","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's the best parts of Lisp with the best parts of FORTRAN","What do you like least about using R?":"Bioconductor","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Genomics, pipeline (snakemake)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"RAM use","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, GDrive, OSF","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1978,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Two dialects: base R and tidy verse R. Quite different styles.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Efficient to program in","What do you like least about using R?":"Trying to work out the proper way to do something that could easily be solved with loops in other languages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teacher","Which category best describes the work you do?":"","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Infinite flexibility and helpful community. ","What do you like least about using R?":"Speed. Spatial data tools. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Image analysis ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Javascript, Matlab, Python, SAS, Visual Basic, FORTRAN ","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Agriculture ","What is your job title, if any?":"Research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:33","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Visualization, open source ","What do you like least about using R?":"Steep learning curve ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Pediatric cardiologist ","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Medicine conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), gdb","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"9","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating class notes","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"Basic","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, rOpenSci Unconf, R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community, up-to-date statistical methods and packages, many resources","What do you like least about using R?":"Too many packages do the same things","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Project Engineer in biostatistics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Focused enough to do statistical analysis well, but general enough to do related things like web services, visualisation, etc. The idea of piping works well with application of numerical procedures; as opposed to trying to fit object-oriented modelling into numerical method workflow.","What do you like least about using R?":"Debugging can be a bit of a mess.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, My personal lab notebook of sorts","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java","What was the FIRST computer language or tool that you learned?":"Pascal and BASIC","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Research associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Started short in-person training, then self-learning, and followed by learning on the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Stata, KNIME","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to program complex tasks","What do you like least about using R?":"Errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"Afghanistan","What industry do you work or participate in?":"Research","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide range of packages implementing useful things","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R packages built for search such as the sos package, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Fortran, Algol, BASIC, BCPL, multiple LISP dialects","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1957,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Readability and the ability to do almost everything I need","What do you like least about using R?":"Code execution speed has become a barrier","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Sr. Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Idiosyncrasies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Ruby","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Git","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data interactivity","What do you like least about using R?":"Error messages without defined traces","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical Engineer","Which category best describes the work you do?":"Technical","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, Javascript, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducible and tidyverse philosophy are straightforward. Also, R is strong in statistics.","What do you like least about using R?":"Package has bad documentation. There is still no uniform syntax in R. Several new packages behave weirdly but it relates to bad documentation.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Intuitiveness","What do you like least about using R?":"slow speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Rust, SPSS","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research and Teaching Associate","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, reports and graphs","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"efficient code","What do you like least about using R?":"updating packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, books","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Access, SQL","What was the FIRST computer language or tool that you learned?":"Logo","What year were you born?":1951,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Forestry","What is your job title, if any?":"Office manager","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and graphical capabilities ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1974,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Education","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Quality of documentation for packages - very variable!","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Suits statistically minded thinking. Huge knowledge available on stack overflow","What do you like least about using R?":"Updating it to latest versions","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Share with colleagues on seminars or on Slack","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1998,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Memory issues with large datasets","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"Unix","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide availability of packages","What do you like least about using R?":"Idiosyncratic syntax - should be more intuitive for someone with an introductory computer science background to pick up. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:56","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Incredibly succinct and hides most of the underlying complexity of the calculations being performed ","What do you like least about using R?":"Can often feel like magic","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Modula 2","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Business Project Owner","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rstudio ","What do you like least about using R?":"Error messages, how everything is in separate packages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:58","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is open source.","What do you like least about using R?":"error messages that are not helpful","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Joe Rickert blog posts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau, Tableau, Fortran90","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 19:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How great it is for cleaning and manipulating data","What do you like least about using R?":"Many packages just don't play very nicely with the tidyverse, which means a lot of work upfront to get stuff ready for dplyr + ggplot2","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Python, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data centric programming ","What do you like least about using R?":"Inconsistencies between packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1990,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Bizarre datatypes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, SAS, Fortran, basic, rexx, PostScript, ","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1954,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Retired","What is your job title, if any?":"Chief bottle washer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Access to complex stats methods ","What do you like least about using R?":"Syntax isn't very self evident and functions are too spread across packages - how do people ever find what they need? ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"I don't know how to do this ","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Just experimenting ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1989,"What gender do you identify with?":"Female / genderqueer","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Candidate ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Rust, Tableau","What was the FIRST computer language or tool that you learned?":"Mathematica","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R's versatility","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Jmp","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Technician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"easy to learn with tidy principle","What do you like least about using R?":"documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Taiwan","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Many packages and solutions, strong community that helps us","What do you like least about using R?":"Hard to use, difficult syntax and learning curve.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Half Arab (syrian) half South European , nothing like the categories above","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"Technician in Information and Statistics","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/30/19 20:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexible and many specialist packages","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Spatial data processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great packages for data manipulation and visualization","What do you like least about using R?":"Not a general purpose programming language","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Lisp","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I had mono when I took the first class and had some trouble telling later what was real and what I dreamed.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Clinical trials, I also generate address labels randomly selected from a list that upweights the ones that haven't been chosen in a while for my cookie lottery.","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The versatility to be able to do things the way I want to do them (and play nice with others), while having the framework out there already so magic happens in such a short time that it amazes my coworkers","What do you like least about using R?":"Anything involving XML format, as it's SO SLOW to parse, even in parallel","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, SAS, Tableau, C#","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Clinical Data Coordinator","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:12","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"visualisation options","What do you like least about using R?":"sometimes feel there are too many ways to do the same thing.","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, shinyproxy","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"R Developer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Teaching, ie having students submit work in rmd","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Image processing for OCR","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server, Nvim-R","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functional programming","What do you like least about using R?":"In-memory, no straightforward paralellization","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Elm, gwbasic, QBasic","What was the FIRST computer language or tool that you learned?":"gwbasic","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio","What do you like least about using R?":"all the little oddities and annoyances (e.g. stringsAsFactors etc)","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Conservation Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Visualization","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide variety of packages","What do you like least about using R?":"Lack of real time raster graphics","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, GIS","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1979,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Research Fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Community","What do you like least about using R?":"<- Assignment and using periods in variable names - both are very counterintuitive if coming from a CS background!! ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"PDFs for homework but not using pagedown, and wrote my masters thesis using RMarkdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1994,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Tech company","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau, Stata ","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:44","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1958,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fun","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"My obstacles are not specific to R, but related to programming in general","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Data scraping automation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data collection with Rselenium and automation of repetitive data cleaning taks","What do you like least about using R?":"Being used to Excel, i miss visual formatting in data tables that enable for easier reading and interpretation of the data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Portugal","What industry do you work or participate in?":"R is not related to my main occupation. I use it for my personal projects","What is your job title, if any?":"","Which category best describes the work you do?":"None","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Syntax varies by package","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Lotus 1-2-3","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuary","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:50","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Erratic practicing!","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Power wrangling big datasets","What do you like least about using R?":"Ambiguous error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1968,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assoc prof","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior research analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 20:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Pipes; simple flow for data processing; shiny","What do you like least about using R?":"memory limitations","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/30/19 21:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), Shiny Server, Mac terminal, sublime text","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Native vectorised calculation, shiny, gglot grammar","What do you like least about using R?":"Resolve library dependencies when installing packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, aws interface","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, bash","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"research scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source nature","What do you like least about using R?":"Lack of easy to apply vignettes/tutorials","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Greece","What industry do you work or participate in?":"Research","What is your job title, if any?":"MSc student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It makes data manipulation and analysis so easy.","What do you like least about using R?":"Getting plots to look professional and the way I want them to look takes time and is annoying.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Advanced data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Base syntax","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Biologist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Text processing, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it can be easily leanrt by a person from non programming background","What do you like least about using R?":"none","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community resources","What do you like least about using R?":"Productionalizing things","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Risk analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data management, loading, manipulation, stats analyses, and exporting results all in one script","What do you like least about using R?":"How unapproachable it is to the average PhD student","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Powerful ability to transform and summarize data","What do you like least about using R?":"It's too easy to be disorganized. Hard to isolate and version specific scripts.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Qbasic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Sr. Director Apps and Analytics","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to use","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Finance conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/30/19 21:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse, shiny, ggplot","What do you like least about using R?":"High memory usage","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, twitter","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Perl, SQL","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Online examples, easy to get started on projects in 2019.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Personalized newsfeed","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Ti.com Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Tableau","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to create consistent data pipelines and flexibility with functions and packages.","What do you like least about using R?":"The overwhelming number of things to learn with R. Steep learning curve.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), ShareDrive","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:26","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's open source and there is a lot of material for studying.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Colombia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Financial analyst ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility, open source materials, and the lovely community ","What do you like least about using R?":"I only wish others I worked with also used it! Sometimes less than ideal to be the only one in the team who knows how to code. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"creating analysis output for collaborators","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student clinical psychology","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"data manipulation easier in R","What do you like least about using R?":"Too many packages and hard to keep up with it all","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Cranberries","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, Hispanic/Latinx","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community ","What do you like least about using R?":"Speed ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral scholar","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Survey analysis, Teaching","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Vanilla R (I use the tidyverse primarily)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, ropensci","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, learnr","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript, Python, Ruby, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1989,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Instructional Specialist","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":12,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Package availibility","What do you like least about using R?":"Lack of consistency with standards of other languages (eg 1 based indexing, no pointers)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, SPSS, Swift","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male/Men","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility, the online community and resources ","What do you like least about using R?":"Code documentation/up keep","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post doctoral researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":40,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse, functional programming","What do you like least about using R?":"language inconsistencies in base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, help files of specific functions is first place to go","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic, Stata, Mathematica","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"None","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor of Economics","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"No initial introduction to R data types and how packages work. ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Quick for simple analysis without worrying much about data types. Visualizations. ","What do you like least about using R?":"Defining classes or analogous data structures. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Hydrologic engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rmd and reproducibility","What do you like least about using R?":"Wrapping","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, STATA","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:44","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity in getting to insights from data","What do you like least about using R?":"Remembering syntax ( I'm not from a computer science background)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, Indian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Director","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Spatial operations","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can do all my analysis in a single script. Data cleaning, spatial operations, and statistical modeling.","What do you like least about using R?":"New package discovery","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Ruby, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Power and simplicity ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Assembly ","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Military","What is your job title, if any?":"Software Systems Engineer","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 21:58","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:02","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Domain specific Packages","What do you like least about using R?":"Coding repeatable stuff, totally command line driven","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"India","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian, White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio IDE","What do you like least about using R?":"Popular opinion that it is not meant for production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Power point","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Data Science Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:05","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There are usually packages for what I want to do","What do you like least about using R?":"I'm not good at base R (spoiled by tidyverse), so that can be frustrating","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"research associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, some stackoverflow response recommends it for something I want to do","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Pacific Islander","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot, shiny","What do you like least about using R?":"Find it harder to use time series data than in python","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility and intuitiveness","What do you like least about using R?":"Having to Switch out to Python ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Analytics Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"reusable scripts","What do you like least about using R?":"R occasionally freezes up, sometimes for minutes - can be frustrating","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and that there is a package for everything. Also that it is easy to get started. Every time I do something in Python, I end up screwing up my computer...","What do you like least about using R?":"Unhelpful error messages and there is like 9 ways to loop through things.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Manager, Marketing Analytics","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":""}
{"Timestamp":"12/30/19 22:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I had no programing background, needed to learn basic concepts on my own","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Israel","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"researcher/analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy it is to perform analyses in an hour that used to take me days","What do you like least about using R?":"The tidyverse has grown to the point where I can use it for most tasks, and I greatly prefer it to non-tidyverse base R tasks, but I do have to use base R on occasion, and it's so different that I often feel rusty","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Airflow, Selenium","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Sr. Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":2000,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"rich resources available (free, flexible) like tidy tuesday, live screencast by david robinson and presentations, etc","What do you like least about using R?":"abrupt error message: coord_ is not working at the moment just out of blue...","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1966,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Korea, South","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The grammar of graphics","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility and scope of tools. Freedom and creativity of open source ecosystems.","What do you like least about using R?":"Irregularities in syntax and needing multiple packages for simple tasks.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Ruby, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Not enough community support.","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Text processing, Financial analysis, Shiny","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax simplicity","What do you like least about using R?":"Not enough community support","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Slack","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Indian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse, functional programming ","What do you like least about using R?":"Rstudio is terrible","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, Apps in production for which r is unsuitable ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1971,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Shiny Apps","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server Pro, TIBCO","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's a easy to learn and use programming language","What do you like least about using R?":"It isn't a production quality programming language.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shiny server pro","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"7","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents, HTML reports shared via email","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, Python, SAS, SPSS, Tableau, Scala, SQL","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"Make","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"College class","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Religious Organization","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Very diverse","What do you like least about using R?":"Difficult documentation ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Physician","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Confusing error messages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, SPSS, Visual Basic, C#, Java","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor of Economics","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 22:58","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Automatization","What do you like least about using R?":"Documentation sometimes not clear. I have difficulties learning from it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Ggplot2, rstudio","What do you like least about using R?":"Na","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Ppt","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Superpowers ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1998,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Speeds up data cleaning tasks","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Interactive tutorials via the learnr package","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Student","What is your job title, if any?":"Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy data wrangling, summary, and visualization. Lots of packages to easily implement specific analyses. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, Conference talks and posters, internal reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Ecologist Team Leader","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The tidyverse syntax makes analysis as simple as saying what you want to do.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Makes tough problems easier","What do you like least about using R?":"Makes easier problem tough(moderate)","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Java, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"India","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:46","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility ","What do you like least about using R?":"Newer frameworks seem more python based","When you have problems in R, where do you go for help?":"Source code","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, Python, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Legal","What is your job title, if any?":"Senior data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Excellent in data manipulation","What do you like least about using R?":"Keeping objects in main memory","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/30/19 23:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community (packages)","What do you like least about using R?":"Memory usage/deep learning lack of engagement by the community into it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/31/19 0:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Interactivity, literate programming, and reproducibility","What do you like least about using R?":"I just wish it could be as easily accepted in business as excel","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Stata","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Military","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:07","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The amount of customization, good defaults with commands, excellent community, easy to export data frames and plots","What do you like least about using R?":"Language syntax and error messages are not always clear, documentation of commands is really hard sometimes","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau, Visual Basic, JMP, gretl","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1998,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Student","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Cleaner syntax, fast prototyping","What do you like least about using R?":"Scalability","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"","What is your job title, if any?":"data analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 0:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The functional coding style (especially with pipes and purrrr) matches my thought process","What do you like least about using R?":"Debugging","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, General programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuary","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"/r/rstats"}
{"Timestamp":"12/31/19 0:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Non-profit / arts","What is your job title, if any?":"Director of financial planning","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Graphics and you can plot anything if you know how","What do you like least about using R?":"Very difficult if you're not a developer","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Haven't really succeeded in creating something shareable","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Retail trader","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Extensive packages and lots of open source code for projects in starting","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Building experiments (psychoPy)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), STATA","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The diversity of methods available ","What do you like least about using R?":"None uniform modelling interfaces","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, STATA","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Malawi","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community ","What do you like least about using R?":"Packages that may not be compatible with new versions of R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-blogger ","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), PowerBI","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Jmp ","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Director of Engineering ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio makes everything easy","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating resume","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"(Non-analyist) programmer and sys admin colleagues with irrational biases against R","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, APIs/data retrieval, music analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shiny Server, Docker (Rocker), Git/GitHub/BitBucket, c++","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's extreme flexibility; functional programming style for data analysis; ease (compared to years ago) of making packages, dynamic documents, and apps.","What do you like least about using R?":"Tidyverse is amazing, but by now it is so vast and heavily developed it feels like substantive parts of it are now becoming just as overly complex in syntax, almost incomprehensible, and confusing, even more so than the inconsistencies in core R they originally seemed intended to be a \"simple and clear\" alternative to. Take a step back. There's probably a lot of \"weird stuff\" that should be even further abstracted to make easier to do and easier to comprehend for most R users.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Help docs","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Only as needed","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"C/C++, C#","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Software developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"Reseach Assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Data collection","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vectorization and the community","What do you like least about using R?":"Knowledge boundary and inexplicit error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, #rstats twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight.","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Web Automation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"China","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"None","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1993,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Cryptic error messages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community ","What do you like least about using R?":"Simple things too complicated ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1970,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Endless possibilities","What do you like least about using R?":"Finding weird errors in packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Seven","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS, Tableau, Stata, Mplus","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Sometimes I feel like I'm still not proficient with R even though I've been using it for more than 10 years","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Automation Engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:42","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Plethora of packages","What do you like least about using R?":"Knowing there is probably a more efficient way to do whatever I just did, if only I understood all of the other available packages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents, Creating HTML documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Combine data transformation and modeling into 1 tool","What do you like least about using R?":"Cryptic error messages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Ruby, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Group Manager Marketing Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Unlike tidyverse (that I learned in 2019), R base syntax is not explicit nor intuitive","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, online courses such as datacamp and Lynda (now LinkedIn Learning) ","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, I am a PhD student in computer science. Most of the time I show the results on my computer (RStudio). In small projects, I create a Jupyter notebook and I convert it to pdf. Then, I send the pdf to my supervisors. This way they do not have to install Jupyter to see the results. This pdf impressed my supervisors a lot.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau, I recently started using H2O driverless AI for exploratory purposes.","What was the FIRST computer language or tool that you learned?":"1st Excel - 2nd TSQL - 3rd R - 4th Python - 5th Tableau","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Persian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ggplot, shiny,  tidy verb functions ","What do you like least about using R?":"Disjointed machine learning,  slow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Military","What is your job title, if any?":"Engagement Manager ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 0:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Cyprus","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, PHP, Python, SAS, Stata, Eviews","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free online high quality books and documentation (e.g., tidyverse)","What do you like least about using R?":"Lack of a cohesive set of core APIs, and base R documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, RWeekly.org, R-bloggers","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Stata, NONMEM","What was the FIRST computer language or tool that you learned?":"Visual Basic","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Uruguay","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Initial learning curve is steep","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), ConQuest","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Reproducible","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Version control ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Application development ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1980,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Sr Regional Leader","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":500,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"When updates do not work with all packages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to understand user interface","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax","What do you like least about using R?":"Implementing into production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Forecasting and Planning Specialist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse syntax makes analysis so easy","What do you like least about using R?":"Base R functions are so limited. And I hate the square brackets syntax because it's so unintuitive.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Online performance marketing","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"University studies and during PhD","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R Markdown, Tidyverse, the community, RStudio, the advanced statistical packages, ideal for interactive data science programming","What do you like least about using R?":"Not as fully integrated with other tools compared to Python, mainly for deployment. many data engineers hate R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, Custom HTML reports (with company logo) with data analysis","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I like that I can usually do everything I need to within RStudio, including drafting reports with Rmarkdown. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating draft report sections for export in Word format. ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Native American","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Chief Operating Officer & Principal Molecular Ecologist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to manipulate and visualize large data sets","What do you like least about using R?":"Steep learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Pdf and xl files","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Not for profit","What is your job title, if any?":"Commercial Finance Manager","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:41","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse renewal of the language ","What do you like least about using R?":"Core Syntax ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Research scientist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"easy to read error messages","What do you like least about using R?":"knowing which packages and techniques are new (i.e. not old)","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, PHP, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SPSS, ms Excel ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility ","What do you like least about using R?":"slow code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Research","What is your job title, if any?":"data analyst ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 1:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Understanding stats","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"I'm worried the great packages are making me a bad programmer","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Rblogger","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Youtube tutorials ","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Online help","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"European ","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Compared with Python, loops, lists, string  processing, and language irregularities really bug me. When is it OO and when is it functional?","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistician ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Nextjournal","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Vizualisation","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Nextflow","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral fellow in bioinformatics","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Line by line submission of code (troubleshooting); I can do most things I want to without having to leave the R environment","What do you like least about using R?":"factor/character defaulting, better in tidyverse but tibbles have their issues too","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1972,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"CMO","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS, Stats","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Data structure","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Stata, Eviews","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Building websites via Hugo without blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1988,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community. Also, it's easy to find any documentation to learn new things in R.","What do you like least about using R?":"No everyine using it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"High school degree or equivalent (e.g. GED)","In what country do you currently reside?":"Indonesia","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Proteomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Bash and Git","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Lists","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Doing my analysis, I don't use R notebooks because it doesn't format properly if I'm on a Windows machine with English UK encoding","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic, Bash if you call that a language.","What was the FIRST computer language or tool that you learned?":"Basic, but I'm not sure I ever really learnt it!","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-doctoral research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Shiny dev ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You can do everything ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Bash ","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"France","What industry do you work or participate in?":"","What is your job title, if any?":"Cto","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Sr Program Manager","Which category best describes the work you do?":"Product management","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Debugging, error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, newsletter (rweekly)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's so versatile","What do you like least about using R?":"Creating interactive dashboards is so tedious. Everything needs to be specified, unlike when using software like Power BI","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Power BI","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Architect","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Say the R community--their support","What do you like least about using R?":"The time it takes to learn but that's the currency","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Agriculture","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive ","What do you like least about using R?":"Package documentation is unclear ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"FORTRAN ","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:49","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The community and meetups, the possibilities of using Shiny, the possibilities afforded by the large number of packages ","What do you like least about using R?":"The number of packages is a bit of a double edged sword. The large number often leads to overlap and confusion","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Differences between similar package interfaces","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Search Twitter","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"","What year were you born?":1990,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Student","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot2, rmarkdown, RStudio IDE, data.table","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating Statistical Analysis Plans","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Front end to other tools","What do you like least about using R?":"Hard to find the right tool","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"France","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Founder","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 2:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Nice plots","What do you like least about using R?":"Lack of example for some packages or diversity of examples on the most common packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data manager and research assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/31/19 2:59","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Quick prototyping.","What do you like least about using R?":"Missing of deep learning ecosystem like in Python.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"man","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Slovakia","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great for doing statistical analysis and visualizing the results","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:08","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to do what I cannot with other tools. ","What do you like least about using R?":"If I were to compare it to speaking a new language, I'd say I don't have fluency. ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), meetings","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1972,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Web analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R Ladies Slack"}
{"Timestamp":"12/31/19 3:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), tinn-r","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It can do almost anything","What do you like least about using R?":"Finding answers to simple problems sometimes is challenging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"In memory data structures","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shiny Pro","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I just love it for no apparent reason","What do you like least about using R?":"The syntax can be hard to remember sometimes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eighth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research intern","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"The John Hopkins Data Science Specialization on Coursera (R Peng & co) wasn't very pedagogical. As my colleague put it: They teach us about half the alphabet, then they ask us to read but fail to mention that there's the entire rest of the alphabet we need to find out about ourselves. That is, way too many (most) of the tasks given required the student to find out for themselves if they could solve the task with the material in the lectures or if you were supposed to find more tools, packages, statistical theory etc on your own. Starting from scratch, with all problems you can encounter with packages and different versions etc, it isn't very nice to throw very dirty data at beginners and then not even telling them that they should be googling for additional information. Would not recommend this specialization to anyone. I did complete it though, it took med about a year and a half. After maybe five or six months I felt that I could make use of R in my work. Unfortunately my less technical colleague didn't make it past the first four courses. ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's fast (this is the most important) and it leaves an audit trail.","What do you like least about using R?":"That packages break. Just now, I have to dig into why my tidyverse suddenly stopped working. Also, working in a large organisation means that I don't have admin privileges to my computer, which makes updating R a hassle. Packages can be updated without admin privileges, which is nice.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Anywhere actually. For instance from this survey ^. Hadn't heard about METACRAN or the sos-package. ","How do you share the results that you create in R? Check all that apply.":"Currently mainly include them in some kind of presentation that I then share with my colleagues.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Accessing data in AWS","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Media","What is your job title, if any?":"Audience Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Allows replicability","What do you like least about using R?":"Nothing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, mySQL","What was the FIRST computer language or tool that you learned?":"mySQL","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Fellow","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"programming experiments with the framework Otree","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Allows for complex analyses ","What do you like least about using R?":"Extremely difficult to learn on own ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Mplus; jmetrik","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"apply family","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyproxy","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Package diversity","What do you like least about using R?":"MARKETING IN PACKAGES","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, just the r manuals and package documdntation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Text processing, Computer Vision","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"statistician","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Great formal and informal documentation","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1977,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African, White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Catastrophe risk modeller","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Lack of background in programming","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can perform all state of data an~A!lisis from beggining to end","What do you like least about using R?":"There is no theme I like","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Onkine courses","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Accommodation and Food Services","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"Errors are not explicit","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"France","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, Radian","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"everything finishes with *down","What do you like least about using R?":"%>%","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Feature extraction","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1992,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:38","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), LibreOffice Calc","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Lots and lots of options","What do you like least about using R?":"Finding the right package and then using them when documentation is poor","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Keep my scripts tidy","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am used to...","What do you like least about using R?":"not many are using it (they prefer python)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"Ada","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Open source/free","What do you like least about using R?":"Hard to get buy in to develop workflow in my job due to steep learning curve and lack of knowledge among co-workers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Dropbox","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Phd student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Optimal combination of efficiency (both computational and \"ease of writing\") and simplicity.","What do you like least about using R?":"Relatively small popularity in my local community.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ukraine","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 3:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, VS Code; Google Spreadsheets","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax","What do you like least about using R?":"Lack of user-friendly multicore computation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications, My private server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Ruby, SPSS, Tableau, NetLogo; HTML+CSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Tech Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simple and is matured for statistical analysis and visualization and rmarkdown","What do you like least about using R?":"Constantly changing ideas, ways and syntax in tidyverse. Lots 9f deprecations if you update a tidyverse package and sometimes breaks previous work.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SPSS, Julia","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"South Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Consultant","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, R admin tools","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Vs code","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity to express what I want to do with data","What do you like least about using R?":"easy to write non clean code because so many way to write code and do something differently ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Qlik","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1987,"What gender do you identify with?":"He","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"","Which category best describes the work you do?":"Admins and expert","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), LaTeX","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How customisable it is: you can tackle your specific statistical problem in an individualised way. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral researcher and teaching assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The way you can easily go from data transformation/wrangling to statistical modelling. The vectorised nature of the language.  ","What do you like least about using R?":"Package handling.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Scala","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Customer Experience Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"data.tables","What do you like least about using R?":"base R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Genomics, in workflows","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"TI Basic","What year were you born?":1985,"What gender do you identify with?":"Unicorn","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Research/University","What is your job title, if any?":"Senior Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Things I thought impossible are suddenly possible ","What do you like least about using R?":"The learning curve ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation, Package and function docs ","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, I keep track of what the tidyverse crew develops, typically via Twitter ","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, I plan to start a blog too","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis, Web Scraping, Automation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility of programming and huge supportive and growing community.","What do you like least about using R?":"Multiple packages for similar purpose. Lack of unification in package objectives. Lucid nature of assignments/variables in R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Research Officer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shinyproxy","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Hugh modularity and community","What do you like least about using R?":"Duplicated packages and functions ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Image analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Go, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"There was no RStudio when I started learning R, so there was no good IDE","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Many great features to work with data easily because of the huge amount of great packages","What do you like least about using R?":"It's hard to build enterprise-ready applications useable by business users who are not statisticians nor data scientists","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:16","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's easy to work with, fast(-ish), and most of my colleagues are working with it","What do you like least about using R?":"It's has serious troubles with large data sets. I sometimes feel uneasy trusting the packages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student / Junior Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:17","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It can do almost every analysis task I need to do for my job.","What do you like least about using R?":"The lack of consistent infrastructure for econometrics estimation. It lags behind Stata in this respect.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Voice coding","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Pacific Islander","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Research","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, time series","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"interactive programming","What do you like least about using R?":"pipe and tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rstats on twitter","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, web scrapping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Education","What is your job title, if any?":"unemployed","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Make","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ggplot2 ","What do you like least about using R?":"drop = TRUE is default behaviour???????","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Thin, readable, layer over LaTeX, where I can still drop down into LaTeX when required","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Rust","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reprocibility, readability (tidyverse) and flexibility of approaches offered by different packages","What do you like least about using R?":"My old code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Structuring larger projects into documented chunks ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Image analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Perl","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexible","What do you like least about using R?":"Hard to find best approach sometimes ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1978,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior University Lecturer ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free, good documentation, Rstudio developers, great community","What do you like least about using R?":"package dependancies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Slovenia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Asset liability manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio/community","What do you like least about using R?":"Duplicative packages/functions ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Director of Research","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"More capabilities than traditional statistical software like SPSS","What do you like least about using R?":"Language/syntax irregularities","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Presentations like powerpoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating html widgets","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Deep learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Microsoft powerbi","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Real estate / social housing","What is your job title, if any?":"Data consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Efficiency to create visualizations and transform data","What do you like least about using R?":"Single threadedness","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Financial market strategist","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"that thanks to the tidyverse tools/packages start to work together quite well and it's easy to combine them","What do you like least about using R?":"string handling: native string interpolation would be fantastic and I really miss the triple quotes from Python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data Engineer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"It's sometimes difficult to find the right package as there are always several for every task","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-Doc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Libre Office Calc","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"How hard it can be to understand how complex objects work.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, None","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Jew","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to quickly explore data ","What do you like least about using R?":"Syntax differences between it and other languages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Four","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Sport","What is your job title, if any?":"Research Associate ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:48","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Very easy to manipulate spreadsheets and visualize network data.","What do you like least about using R?":"My lack of familiarity with it.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Latex","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/31/19 4:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"\"There's a package for that.\" Doesn't matter what the task is, there is a high likelihood that I am not the first person who has needed to do it.","What do you like least about using R?":"There are far fewer certified (i.e. from the creators of, for example, an API) R libraries than Python libraries.\n\nAlso, with R, I feel very \"wedded\" to R and RStudio, so it has been difficult to try and learn how to use command line / terminal utilities, or to use Python, which doesn't have such a strongly associated IDE.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male (he/his)","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"When it is elegantly efficient at performing complex tasks quickly in large datasets. ","What do you like least about using R?":"Nothing. Except maybe I feel guilty that I avoid BaseR ","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1958,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Media - journalism training mostly","What is your job title, if any?":"Freelance trainer/consultant ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), vim","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"plugin ecosystem - with publications","What do you like least about using R?":"syntax","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, haskell","What was the FIRST computer language or tool that you learned?":"microsoft basic","What year were you born?":1977,"What gender do you identify with?":"m","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 4:55","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Portfolio Optimisation","Which category best describes the work you do?":"Project management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/31/19 4:56","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's a very powerful tool","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I don't do it","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Satisfaction of getting something to work","What do you like least about using R?":"Uninformative error messages","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Julia","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Mapping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Visual studio code","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Domain specificicity and the community","What do you like least about using R?":"Base documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Html reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Ruby, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Logo","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, STATA","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Iceland","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD Student ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Streamlined, reproducible statistical analysis ","What do you like least about using R?":"General programming (i.e. if-else statements, iteration, loops)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Mathematica","What was the FIRST computer language or tool that you learned?":"Mathematica","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Czech Republic","What industry do you work or participate in?":"Energy","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, embedding results in professional report for colleagues/customers","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing, web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Diversity of packages","What do you like least about using R?":"Can be inconsistent at times","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":4,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:28","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Native American","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"DBA ","Which category best describes the work you do?":"Support","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop Pro (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1971,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Fixed income analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Deployment in Production","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Indonesia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist Lead","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility and Open Source","What do you like least about using R?":"Bad documentation sometimes","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1983,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:48","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), Shiny Server, Nvim-R, radian","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Language inconsistencies, less informative error messages (especially try in rmarkdown), more likely to have silent bugs than other languages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, EDA","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Pipelining","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, SPSS, Bash, Perl, Lisp, Lua, Julia","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Post-doc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 5:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility ","What do you like least about using R?":"Diversity complexity ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SAS, SPSS, Tableau, Powe BI","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Dominican Republic","What industry do you work or participate in?":"Insurance ","What is your job title, if any?":"Senior Analytics Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Telegram Community Chat"}
{"Timestamp":"12/31/19 5:51","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/31/19 6:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Documentation is too techical","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Stata","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ease of use - all I need in a single place ","What do you like least about using R?":"interpretation of others code ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Very intuitive","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Head of Decision Science","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"API inconsistency ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"flexibility, packages","What do you like least about using R?":"API inconsistency ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Stata","What was the FIRST computer language or tool that you learned?":"pascal","What year were you born?":1970,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Everything is possible with R","What do you like least about using R?":"Sometimes something doesn't work as expected - especially when I am conducting class","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rweekly.org","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Education","What is your job title, if any?":"assistant professor","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/31/19 6:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Teaching fellow","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":200,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:37","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2001,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1979,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Substantial community support - programming via stack overflow","What do you like least about using R?":"The constant updates to tidyverse packages that break my formally functional programming.  I hate updating. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1972,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Trade/technical/vocational training, no degree awarded","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Operations Manager ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Stan","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Interfaces with other software, tidying and graphing data is very intuitive using the tidyverse suite. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I dont, but I hope to in the future. ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stan","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Structural engineering","What is your job title, if any?":"PhD researcher","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 6:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Medicine, Survey analysis, Web scrapping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Go, SPSS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Infectious Disease Epidemiologist","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Report generation with rmarkdown","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tremendous resources","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, R-seek","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Parameterized reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1948,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Japan","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility and community","What do you like least about using R?":"limited books to teach with","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"html","What year were you born?":1971,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"up to date stats methods","What do you like least about using R?":"very very poor documentation. very unsafe to errors (e.g. you can add vectors of different length w/o warning)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"Fortran","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 7:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis, Marketing Data; Digital Analytics ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), PostgreSQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility, documentation","What do you like least about using R?":"Shiny app development. Nested modules are really hard to understand. The documentation is not very user friendly when it comes to developing larger, in-production applications. Golem has helped, though. Also, learning the best practices on how to connect a shiny app with a database is challenging.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Marketing Development ","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease in data manipulation, visualization, and breath of coverage.","What do you like least about using R?":"Speeding up data manipulation often requires moving away from the tidyverse to a new syntax (data.table, spark, etc). And many similar model choices with different syntax (ranger vs. randomForest).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Energy","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simple syntax","What do you like least about using R?":"locale setting","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, export table result in docx","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Russia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical Data Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Freedom","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, PHP, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Non profit","What is your job title, if any?":"Director of Advanced Analytics & Technology","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"able to execute exactly what i require","What do you like least about using R?":"finding potentially useful packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"pdf & html documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, fortran","What was the FIRST computer language or tool that you learned?":"fortran","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Retired","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:42","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vectorization","What do you like least about using R?":"Memory management","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Financial analysis, Api calls that have a built in structure in a python only package","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Peru","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Offshore Investment Products Analyst","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian, White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:44","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Active community with cutting edge but easy to use methods","What do you like least about using R?":"Multiple coexisting syntaxes ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Documentation and ability to see what you are doing with your data in contrast to python","What do you like least about using R?":"No heavy linear algebra ala tensorflow","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research assistant ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Keeping everything in the same interface. With papaja, I can now complete every part of the research process in the same place.","What do you like least about using R?":"Learning curve","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Just learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Clinical assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shiny Server Pro, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The Community","What do you like least about using R?":"It seems Thinge are always hidden out of Sight. I still find nse Hard.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, SPSS, Julia","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assoc Prof","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"That you go from idea to reality rather quickly","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Two","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The package ecosystem and the openness of the community","What do you like least about using R?":"The tidyverse-base split","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:55","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Redcap","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Number of packages and easy to find support","What do you like least about using R?":"Documentation is variable","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, PHP, Python, Perl","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical database programmer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 7:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How quick and easy it can be","What do you like least about using R?":"Debugging can be sometimes challenging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:01","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The open and supportive community","What do you like least about using R?":"Occasionally cryptic and unhelpful error messages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, portable app building (wxPython)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS, fortran","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Aquatic Invasive Species Biologist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"Fast, portable, and reproducible data analysis.","What do you like least about using R?":"Lack of consistency in syntax and options, even from core packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"Basic, Pascal","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rmarkdown ","What do you like least about using R?":"Buggy Rstudio on Linux ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis, Production model deployment ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Rust","What was the FIRST computer language or tool that you learned?":"Delphi","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:15","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"ML packages are inferior to scikit learn","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Ruby, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Dominican Republic","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Local data science community"}
{"Timestamp":"12/31/19 8:15","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"building data structures that didn't exist yet (e.g. irregular time series)","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), vim, radian","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"The community of professionals willing to work together to solve shared problems.","What do you like least about using R?":"Avoiding the community members who seem overly concerned with virtue/status signaling.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, application integration, data pipelines","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, Tableau, Visual Basic, Stata, Fortran, Perl, C#, shell scripts, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Quantitative Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's efficiency: so few lines of code to do so much work! ","What do you like least about using R?":"The deeper I dig into R's mysteries, the harder it gets to find easy and/or concise answers/explanations. But then again, that maybe not very R-specific.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"Helping out in experimental psychology, cognitive modeling and statistics. ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"The split of community","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Visual Basic, Bash, Perl","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Lithuania","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior customer engineer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:26","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Sense of accomplishment","What do you like least about using R?":"Challenges in finding a solution to my problems","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1980,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:30","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How close the code looks like to what you really want to achieve","What do you like least about using R?":"OOP Object programming is a nightmare","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"Argentina","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:33","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax","What do you like least about using R?":"Speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Sr. Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It can be used to solve a broad range of problems.","What do you like least about using R?":"Having to justify its use to colleagues that use SAS.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Webinars with consultants","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1960,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Actuary","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 8:39","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexible work environment to use lots of dfs, huge range of packages, superb graphics","What do you like least about using R?":"Huge range of packages, 50 ways of doing one thing, sometimes clunky syntax.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Systat","What year were you born?":1971,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:40","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"organizing files to support team work","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server, Gitlab","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The functional nature helps me write cleaner analyses","What do you like least about using R?":"Mixing tidyverse and non-tidyverse produces inconsistent code constructs","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), PowerPoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SAS, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R visualization, particularly Shiny, plotly, ggplot.","What do you like least about using R?":"Non intuitive for native programmers, bad at handling big data, ML coverage compared to python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Indian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Slack, Google sheets ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Sql","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:50","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"data.table","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, Shiny Server, Linux command line batch mode scripts","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There's usually a package to do what I need and a great community to help me find and use it","What do you like least about using R?":"Syntax and irregularities make it difficult to switch back and forth with other languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Domo BI software","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents, HTML documents to post or email","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Ruby, Perl, Domo BI software + R package, SQL","What was the FIRST computer language or tool that you learned?":"BASIC (not Visual Basic)","What year were you born?":1958,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Media","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"ML and statistics and ggplot","What do you like least about using R?":"not understanding my errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1963,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Changing standards. From basic R to pipes to tidyverse ","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to control my output","What do you like least about using R?":"Graphics grammar sounds good in theory but in practice it's dissaray. I end up googliylng how to change a color or curve type","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, ResearchGate","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Mathematica","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 8:58","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility ","What do you like least about using R?":"Magrittr style piping and push to tidyverse conformity ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, Fortran","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuary & Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":25,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Microsoft Excel, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community","What do you like least about using R?":"Sometimes the more esoteric libraries can be tough re: documentation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, PHP, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"R community","What do you like least about using R?":"I cannot use on IOS","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"versatility","What do you like least about using R?":"sometimes hard to know why I'm stucked","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R bundled documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, SQL","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1973,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"France","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"GIS manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Good packages with nice vignettes","What do you like least about using R?":"Performance (Speed, memory footprint)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, Visual Basic, Fortran","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Auditor","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:13","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It helps me be more efficient at my job","What do you like least about using R?":"Sometimes find it too cumbersome to start new projects","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Special consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":5,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ability to manipulate data using tidy principles, conduct statistical analyses and create visualisations - especially visualisations","What do you like least about using R?":"It takes a lot of time and effort to become proficient with it, but it is worth persisting with. Some user guides, especially for beginners, assume prior knowledge and use terms a newcomer could not possibly know. This can be frustrating. Lots of instances too where reproducibility has been an issue","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"eight\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1964,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Postgraduate diploma/certificate","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Soccer journalist","What is your job title, if any?":"Freelance","Which category best describes the work you do?":"I am learning R for my own personal satisfaction. If something arises from it, great. If not, no problem","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It's often intuitive, and often well-documented.","What do you like least about using R?":"Lack of community standard? I'm often not sure that I'm doing things the right way.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Instruction in class","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1983,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The well thought out api of the tidyverse which makes it easy to write and read code","What do you like least about using R?":"Some operations are slow or don't work with certain data types. It's sometimes hard to use r in a big data and cloud technology stack. Also, some core packages are lacking maintenance, for example the matrix and the cloudyr packages.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, Scala","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Lead data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"during my undergraduate studies","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is free, and the community is friendly. ","What do you like least about using R?":"Nothing really.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Scheme (https://en.wikipedia.org/wiki/Scheme_(programming_language))","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"senior scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The syntax is logical, and package/function documentation is fantastic.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Tableau","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, ETL","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Flexibility and great user community","What do you like least about using R?":"Fewer software engineering tools than Python/other general-purpose languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, ETL, database access","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior Consultant","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:21","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Able to do most things I could think of relatively straightforward, particularly with the tidyverse.","What do you like least about using R?":"Some of the base R syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Call web APIs and scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"Doctoral research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Can do everything I need for data and analysis.","What do you like least about using R?":"Version handling of R and libraries when working in a team is a mess.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Qlik","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Head of Data Science","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:23","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing, Survey analysis, Network analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I feel like I am good enough to get most of the things I want to do done","What do you like least about using R?":"I have never had anyone look at my code and as a result, I feel like an imposter","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Teaching","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1974,"What gender do you identify with?":"Cisgender male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Octave","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, rOpenSci","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to learn","What do you like least about using R?":"Sometimes too easy to learn","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The friendly and diverse community online and at conferences","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, creating word documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro, Shinyapps.io, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and diverse group of packages ","What do you like least about using R?":"Finding and deciding which packages to use ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1962,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Sr. Data Scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Integration of R-Markdown in Notebooks, shiny","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1957,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Medical director","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:41","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It feels intuitive (especially tidyverse)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"just for running analyses and keeping my analysis and documentation in one place","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, stata","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Applied Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Create pdf and word docs with knitr","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love the dplyr and ggplot2 packages. And I also love the functional style of programming","What do you like least about using R?":"Native r syntax can sometimes be confusing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Presentations and excel files","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Retail","What is your job title, if any?":"Senior Fulfilment Optimisation Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Portability and Projects.","What do you like least about using R?":"The official documentation is plain unhelpful, for the most part.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Julia","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 9:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Scientific community","What do you like least about using R?":"Syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, PHP, Python","What was the FIRST computer language or tool that you learned?":"PHP","What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Stacked over flow","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy","What do you like least about using R?":"Memory based.. Stacked over flow when having high dimensional data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"What the...? ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Ruby, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Malay","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Senior Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":12,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, rOpenSci Unconf, R Ladies meetups (local, regional, national, or international), R Medicine conference, R Pharma conference, R Finance conference, PyCon conference","How did you hear about this survey?":"Facebook"}
{"Timestamp":"12/31/19 10:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The RStudio IDE and the tidyverse","What do you like least about using R?":"Poor documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, FORTRAN, APL, JMP","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Mapping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community is extremely helpful in answering questions and lifting each other up.","What do you like least about using R?":"The number of packages needed for a given project. I often need 6+. Perhaps there is a way to condense similar packages?","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Senior project analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Spatial analysis and visualisatiob","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Commodore Basic","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Development cooperation","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The versatility of the lNguage","What do you like least about using R?":"It doeant go through proper software lifecycle ","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Stata","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Malaysia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Clinical Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"12/31/19 10:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's free","What do you like least about using R?":"Documentation and help cant keep pace with updates ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's free","What do you like least about using R?":"Documentation and help cant keep pace with updates ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Process automation (scripting)","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Server Pro, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, rweekly ","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, HTML documents as client-ready deliverables","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Managing Consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:39","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"It's fundamentally *designed* for doing data analysis. Also, data.table is insanely fast.","What do you like least about using R?":"Lack of hash tables/other tools for working with big data.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of plotting data with ggplot!","What do you like least about using R?":"Many ways/packages to do the same thing- can be confusing and overwhelming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Scientific Programmer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse ","What do you like least about using R?":"Googling obscure errors","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Senior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:47","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How quick it is for doing exploratory analysis. And how there's always a package for my analysis/data-viz","What do you like least about using R?":"That it's not understood/used in software engineering ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, #rstats","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Emails with reports & data-viz","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Telecommunications","What is your job title, if any?":"Product Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The huge functionality ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Agency policy specialist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Code and project organization","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), GDAL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Difficult to build command line applications","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Ruby, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Alteryx","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I have complete control of my data, with syntax that reads close to english when using the tidyverse","What do you like least about using R?":"None of my co-workers know it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Alteryx","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Tableau, Alteryx","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Senior Forecasting Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 10:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility, there is a package for everything ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"Phd Student ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility ","What do you like least about using R?":"Would like a progress bar when running scripts, not just for jobs or in markdown files","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love a good pipe","What do you like least about using R?":"Modelling work flows. Problems with memory and large (>10 million rows) datasets","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Sql, Unix ","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Better commenting my work","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Javascript, Python, Swift","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Associate degree (e.g. AA, AS)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Legal","What is your job title, if any?":"Data analyst ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Data manipulation","What do you like least about using R?":"Memory issues","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor of Finance","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international), R Finance conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Tableau","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Ability to manipulate and prepare data for statistical analysis ","What do you like least about using R?":"High learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Tableau","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Manager, Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It just makes sense","What do you like least about using R?":"The python fanboys denigrating it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, PDF reports with latex","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Chief Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international), R Finance conference, PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Downloading and installing the software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"it works well with PostgreSQL","What do you like least about using R?":"PLEASE PLEASE PLEASE don't duplicate efforts!!! we have RPostgres, RPostgreSQL, etc... I'd LOVE to see a single package for each thing with dream teams behind them","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Chile","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Self-employed","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"Quick Basic in 1993","What year were you born?":1979,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the online community always enthusiastic to help","What do you like least about using R?":"my own inefficient coding ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1971,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio + being able to open up data frames and interact with them ","What do you like least about using R?":"Opening a project and needing to re-load all the libraries","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, PowerPoint at my organization ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"organizing my code","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Azure's autoML","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, PowerBI","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1994,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community makes it very easy to learn new approaches","What do you like least about using R?":"Package management across multiple users","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, PDF docs but not with pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Science Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The massive amount of community resources","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Automated reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:34","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Having a quicker way to do something. I had to force myself to do it in R and not SPSS or Excel even though it took forever initially. ","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility & ease of doing analyses again quickly. ","What do you like least about using R?":"I constantly forget commands I use a lot & have to go look them up. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), GitHub ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Now that I understand it, it is intuitive","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Sharing intermediate results with colleagues ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Geospatial packages are similar to other pieces of geospatial software so easy to pick up","What do you like least about using R?":"Awkward using it on our network","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Geospatial analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1000,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Reviewing code","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior systems analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1996,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Flexibility and reproducibility.","What do you like least about using R?":"Inconsistencies among common functions, eg in order of arguments or arg names.","When you have problems in R, where do you go for help?":"R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Writing reports; keeping process and context together.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"GIS","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1970,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Ecologist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility vis a vis SPSS and other stats programs","What do you like least about using R?":"Split between classic R and tidyverse and confusion on which to prioritize ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"state of the art stat procedures are implemented in it","What do you like least about using R?":"There are multiple functions for doing the same thing and it is unclear which one is working better","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":45,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:52","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Gets the job done.","What do you like least about using R?":"The awful community.","When you have problems in R, where do you go for help?":"The documentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Python","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"software engineer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Stata","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source & cost-free startup.","What do you like least about using R?":"Standard error issues galore in common library modelling methods like lm() & glm(). (though sandwich:: helps a lot).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, HTML output other than blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Stata","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:55","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"versatility and visualisation ","What do you like least about using R?":"learning curve for new packages ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Head of Bioinformatics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:55","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Masters education taught statistics using R, but never how to use R. I also lacked a mentor for learning R. One person I could go to directly with questions when I ran into problems. ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"University classes","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ggplot or dplry","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Ruby, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Ruby","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Analyst ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 11:59","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1998,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Speed","What do you like least about using R?":"We have to tell it to ignore missing data. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"12/31/19 12:08","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Vast amount of packages","What do you like least about using R?":"Debugging shiny ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Insurance","What is your job title, if any?":"Senior actuary","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"I don't use R any more","What applications do you use R for most? (check all that apply)":"","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"DataCamp ","How do you discover new packages or packages that are unfamiliar to you?":"DataCamp","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great results","What do you like least about using R?":"Case sensitive","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1971,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Trade/technical/vocational training, no degree awarded","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Information manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:21","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"File paths during installation.  I have ongoing errors.. tlperl is going to kill me","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), MS Access connection","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The amazing versatility.  The reproducibility.  The statistical power.  The incorporation with Power BI data-viz","What do you like least about using R?":"Trying to knit to PDF.  Cannot install tlperl.win32 - tlmgr.pl -  Have to knit to html, then print to pdf.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, I am not having any luck with my questions about perl","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Create reproducable reports via html -> pdf","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1945,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"landman (land management for oil and gas exploration industry)","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"reddit"}
{"Timestamp":"12/31/19 12:23","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Connect, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Research","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its versatility and flexibility.","What do you like least about using R?":"The breadth and depth of packages are a double-edged sword, particularly when I want to implement an algorithm. There is likely to be a user-written package to do so, but the documentation may be poor, so I am uncertain about its quality.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"PowerPoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"International Development","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Inconsistent syntax","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Risk analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"pipes, setting default values in functions","What do you like least about using R?":"bad error messages, no line numbers in error messages, not able to cancel computation (just try to cancel inverting a large matrix)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Scientific papers, e.g. papers published in the Biostatistics journal","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications, Giving Powerpoint presentations to my colleagues","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PostDoc in Computational Biology and Biostatistics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:35","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility ","What do you like least about using R?":"Data management ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:35","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Resources are mostly free","What do you like least about using R?":"Colleagues in my field are unfamiliar with it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Vascular Surgery Fellow","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, App development ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Power and flexibility","What do you like least about using R?":"Error messages and debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Medical Image processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Doctoral fellow ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Was not proficient in statistics","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"A lot of different packages","What do you like least about using R?":"Works best as interactive tool","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1972,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Croatia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Ceo","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 12:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The availability of examples and vignettes ","What do you like least about using R?":"Occasionally, difficulty in finding examples ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, SAS, SPSS, Tableau, None","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility to handle virtually any analysis that comes my way","What do you like least about using R?":"It is not treated as a serious development platform by our technology group","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Use Excel as both the UI and to deliver the output","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1966,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Research analyst ","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, data extraction (e.g. web scraping) and maintaining my website","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"RStudio IDE + tidyverse allows for quick prototyping with new projects. As far as RStudio is concerned, I feel it is hands down the best programming development environment out there. I've used jupyter notebooks, sublime, dabbled in atom, and now use VS code for all non-R languages, but even this feels a bit stodgy at times compared to RStudio. The only major edge VS Code has is that it better integrates Git version control more smoothly. ","What do you like least about using R?":"The fact that R does not neatly fit into any programming paradigm. Although it combines elements of functional and OOP, there are so many features that refute the core logic of both these paradigms which can lead to annoying edge cases. In a purely functional or OOP language, this wouldn't occur.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Building ETL pipelines","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:11","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility ","What do you like least about using R?":"Nothing about R, only my lack of knowledge ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Writing reports to be published as Word-files","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Head of innovation and improvement ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Power BI","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Power BI","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Jack of all trade, easy to use ","What do you like least about using R?":"Package dependecies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Kenya","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Independent ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/31/19 13:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community for when having questions","What do you like least about using R?":"Warning messages not fully helpful finding the problem","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, Ruby, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate researcher ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The syntax makes sense to me","What do you like least about using R?":"It's not a great general-purpose language, so I'm forced to use something else to build applications","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Go, Javascript, Python, Rust, Tableau","What was the FIRST computer language or tool that you learned?":"MS BASIC","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Cobsuktant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How easy it is to learn something you don't know ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:31","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like least about using R?":"Takes more effort than other applications ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Stata, MPlus","What was the FIRST computer language or tool that you learned?":"COBOL!!!","What year were you born?":1966,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant Professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"You have to be explicit. No drop downs ","What do you like least about using R?":"Memory management is still poor","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, PHP, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1974,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"It just does what I want it to do and makes intuitive sense.","What do you like least about using R?":"I'm having trouble easily translating my skills to get started in other languages (e.g. Python)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1984,"What gender do you identify with?":"cishet male","I identify my ethnicity as (select all that apply):":"Jewish","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:43","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio.cloud, RStudio Connect, RStudio Desktop (IDE), SAS, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"simplicity","What do you like least about using R?":"too many packages to do the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1985,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"France","What industry do you work or participate in?":"unemployment insurance","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:46","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to quickly model data ","What do you like least about using R?":"Lack of WYSIWYG; Difficulty sharing with colleagues \n","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Fisheries Biologist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 13:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"PhD candidate and lecturer ","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of data analysis and ggplot!","What do you like least about using R?":"Updates on packages that are not documented so I get errors that I need to really hunt down to figure out.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1991,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate Research Assistant ","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:26","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Shiny Server Pro, VSCode","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"It's a powerful language with lots of support","What do you like least about using R?":"the rift of the TV","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Voting data analysis ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, SPSS, SQL","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and the ease to do most things data related within one single IDE and using one single language.","What do you like least about using R?":"Multiple packages, makes learning one of them fully difficult. Lack of an accessible repository of best practices, instead of crowd sourced opinions. Published books are definitely the step in right direction.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, R markdown outputs","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau, PL-SQL","What was the FIRST computer language or tool that you learned?":"PL-SQL","What year were you born?":1985,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:31","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am in complete control of what is happening to my data which makes it so much easier to solve problems and accomplish my tasks. ","What do you like least about using R?":"Error messages are often unclear. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SPSS, STATA","What was the FIRST computer language or tool that you learned?":"STATA","What year were you born?":1995,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Pacific Islander","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The many online support options and communities. ","What do you like least about using R?":"Trying to teach it to undergrads. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1970,"What gender do you identify with?":"Cis-gendered male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor of Chemistry","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Interdependence of multiple R packages and external libraries, often leading to broken code after version changes.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 14:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The variety and vastness of the packages and the community surrounding it","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating reports to communicate analyses to managers at work","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Web scraping and automation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, PowerBI","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Student position","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I had no practice using a computer or doing any form of programming. Had done a pure maths undergrad degree algebra etc","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free packages, and ggplot2 graphics. It's mathematically, statistically correct and intuitive statistically","What do you like least about using R?":"The learning curve and that Shiny servers aren't free. Work needs UK based servers as there are concerns US servers are risky for GDPR","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating word docs for work as I have to do this for work. Quicker than exporting files, copy pasting into word","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Still learning so far just messing about","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1973,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Mixed ethnic group - White/Black African","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 14:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis, Time Series","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Popularity","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Agriculture","What is your job title, if any?":"Accounts receivables Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 15:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 15:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Getting functions to work that use tidyverse pipes. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents, Documenting the results of running our analysis pipelines, with plotly interactive graphs. ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"FORTRAN ","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Professor of Human Genetics and Biostatistics ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 15:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"getting the time","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"power and compactness of the language (inc RStudio), quality of the community","What do you like least about using R?":"some error messages are not helpful","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, don't share much as is for personal use","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"at this point really only for classes","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SQL and AWK are major, plus many others (Fortran, Cobol, LEx/YACC, maybe a dozen more)","What was the FIRST computer language or tool that you learned?":"orginal basic","What year were you born?":1954,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Project / Program Manager","Which category best describes the work you do?":"Project / Program Manager","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 15:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SAS, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The pipe %>%","What do you like least about using R?":"Haven't figured out how to access GPUs","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1986,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Statistical data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 15:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/31/19 15:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity in the tidyverse world","What do you like least about using R?":"Sometimes slow for some tasks, and want to know more about similar packages  of dplyr (Try to avoid data table and want to use dplyr for everything)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data scraping (Spyder is really good)","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 15:51","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Expressiveness","What do you like least about using R?":"Having to switch to python for production code. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Java, Python, None","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1990,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior data science manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Range of statistical tooks","What do you like least about using R?":"Multiple solutions to problems and speed of evolotion","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor of qualitative methods","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:18","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, simulation, mathematics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Maple","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"Atari Basic","What year were you born?":1978,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:20","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Knowing if what I was doing was 'good practice'","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Connect, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Elegant syntax","What do you like least about using R?":"Overly permissive code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:22","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive","What do you like least about using R?":"data.table","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:23","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"reproducible, customizable","What do you like least about using R?":"difficult to learn","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"still learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), ESRI ArcGIS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse uses consistent grammar so is easy to remember.  Also sf and raster are game changers for spatial prefer them to python geospatial packages.","What do you like least about using R?":"Not enough examples of geospatial application with R out there. Hard to find documentation/examples of advanced geospatial processing/analysis.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Tableau","What year were you born?":1964,"What gender do you identify with?":"Female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Geospatial scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Using r blogger","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, GIS","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide access to a variety of packages;    Positive culture; ","What do you like least about using R?":"Obscure examples in help","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Engineering ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Senior engineer ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 16:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE), Shiny Server, PowerBI","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being a linux user, R felt very familiar.","What do you like least about using R?":"Library management ease","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Matt's Business-Science","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, SAS, SPSS, Tableau, C#","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/31/19 16:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I learnt R as a statistical tool. Thus, the focus was on statistics not the language. This was a big mistake of my teachers. ","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Automatic processing and summary of raw instrument files","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Unix terminal, GIS software","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Reproducibility and freedom to create any kind of visualisation ","What do you like least about using R?":"It becomes slow with big data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab, ImageJ Macro language","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian/White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 17:09","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The increasing number of tools","What do you like least about using R?":"Thr time it takes to learn to use new packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Online courses","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 17:54","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility of analysis that can be done","What do you like least about using R?":"It is not well accepted within it community, which makes it difficult to deploy","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/31/19 17:57","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eigth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1977,"What gender do you identify with?":"Fanale ","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"12/31/19 18:00","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online courses, part of a Masters program through a University","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It really feels like a language created with data analysis in mind.  The applications I have are available in common packages in simple syntax. ","What do you like least about using R?":"A limited number of colleagues at work use R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating papers that I can turn in for my masters' program.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, Visual Basic, perl","What was the FIRST computer language or tool that you learned?":"perl","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Customer Experience Manager","Which category best describes the work you do?":"Service","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 18:01","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":" Getting frustrated!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1982,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 18:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface), Tensorflow","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functional approach to programming and vectorized operations","What do you like least about using R?":"It is not particularly memory efficient","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, lab reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 18:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"statistical community packages","What do you like least about using R?":"smaller set of tools for software development and devops","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing, optimization, application development","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, Ruby, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Principal","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"12/31/19 18:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Matlab, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Extensive package availability for genomics work","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1968,"What gender do you identify with?":"Make","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 18:55","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Luxembourg","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 18:56","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Power and control","What do you like least about using R?":"Unfamiliar and confusing errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Sports Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1979,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"12/31/19 19:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis, Web scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Weird OOP regime","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, General non-statistical programming eg web scraping, apis, etc","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Matlab, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":200,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Databricks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to use","What do you like least about using R?":"Not well suited to work with other IT professionals","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, PHP, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:27","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The help that can be found online easily. The community is fantastic.","What do you like least about using R?":"The only negative experience I have is when my very niche questions haven't been answered yet, and I have to read papers for myself to find out what to do. Should improve with time!","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Javascript","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1999,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Mixed white/asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Medical Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, Shiny Server Pro, Synapse.org, Python via reticulate","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the fact that I can google something and 99% of the time there is a package or other solution to handle my issue","What do you like least about using R?":"lack of good (and well-adopted) style guides","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation, the ? and vignette() functions :) ","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications, synapse.org, markdown files via email/slack/github/synapse","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, TI-BASIC 83","What was the FIRST computer language or tool that you learned?":"TI-BASIC 83....I could have had better high school grades, but here we are...","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":15,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:28","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"visualisation","What do you like least about using R?":"write titles and legends on plot","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1990,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"middle east","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"CEO","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"So diverse and hard to get taught. I neede to learn it to teach it. So a strong incentive and i also use it in consulting","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Medicine, Survey analysis, Scientific design of studies and analsis of large multi year multi location trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Accessible so my students when they go home to Africa can have a skill with the software. No licence fees","What do you like least about using R?":"Sometimes packages change and cause a problem. Eg lubridate","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"SAS","What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior fellow","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"UseR conference, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Python, Pyspark","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Research Engineer","Which category best describes the work you do?":"Engineer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:39","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Reproducibility ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Packages with thought out soultions that make difficult tasks easy","What do you like least about using R?":"Docker images take too long to build. Also, lack of \"in production\" resources","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 19:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Server Pro, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Spain","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 20:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"12/31/19 20:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Encoding","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Intuitive","What do you like least about using R?":".","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Five","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Korea, South","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Director","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 21:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Marketing Analytics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How powerful it is; being able to automate analyses","What do you like least about using R?":"Complicated syntax at times, R community divide whether or not to use tidyverse ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, GitHub ","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, Googlesheets pkg ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Web scraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Processing","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Marketing Technology","What is your job title, if any?":"Senior Manager, Marketing Analytics","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 21:12","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing, Survey analysis, Webscraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), Sublime Text","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The R community","What do you like least about using R?":"Strings","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Twitter","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Xaringan","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Webscraping","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Stata","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Academia","What is your job title, if any?":"Assistant Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 22:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, PHP, Python, SAS, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 23:09","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Lots of things that can be done in multiple, subtly different ways (<- vs =, [ vs [[ vs $, read.csv vs read_csv vs fread, etc.); generally terrible OO system, especially due to S3/S4 dichotomy, opaque multiple dispatch for S3 methods, and confusion between S3 methods and functions that just have \".\" in their names","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R is the best tool available for exploratory analysis of tabular data that is small enough to fit in main memory, especially when that ","What do you like least about using R?":"R is the polar opposite of \"it just works\" - lots of \"gotcha\"s and user-unfriendly defaults (including drop=TRUE, stringsAsFactors=TRUE, and lots of stuff in the ggplot2 and lubridate packages). \n\nAlso, I dislike having to choose either \"write-only\" syntax (with data.table) or limited functionality and poor performance (with dplyr). I am aware of dtplyr, which I view as the R equivalent of King Solomon cutting the baby in half.\n\nFinally, RStudio is the only good IDE available, and while it's good for a browser-based IDE, the desktop version is really clunky as desktop IDEs go. The debugging functionality is significantly behind IDEs for other languages, and I disable features as basic as tab-complete and quote/paren pairing are too clumsy and inconsistent to really be helpful.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Straight to the source code","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Reddit"}
{"Timestamp":"12/31/19 23:17","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Someone has often written a package that helps me. ","What do you like least about using R?":"Language inconsistency ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Senior principal process engineer ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 23:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Dashboards","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse. Learning R would have been much easier had I started with tidyverse right away.","What do you like least about using R?":"Html integration","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eighth","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript, Matlab, Python, Stan, HTML/CSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Uruguay","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 23:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"%>% pipes","What do you like least about using R?":"Data type conversions, lists to dataframes I just can't seem to get my head around","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Bioinformatician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"12/31/19 23:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Reproducibility of science","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate research assistant","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 0:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Turbo Pascal","What year were you born?":1963,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 0:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding good sources of example code with explanations and guidance, for example \"Introduction to Data Science - Data Analysis and Prediction Algorithms with R\" by Rafael A. Irizarry. ","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"A lot of really slick tools for easily and conveniently doing all sorts of data manipulations and calculations.","What do you like least about using R?":"The Help documentation in RStudio is hard to decipher, and I usually rely on the basic info given as well as the examples at the bottom of the help document.  In contrast, I really like the interactive Swirl tutorial that I downloaded from the RStudio website.  I would really like to see a lot more help topics developed in the interactive Swirl format.","When you have problems in R, where do you go for help?":"My course textbook and lecture notes:  \"Introduction to Data Science - Data Analysis and Prediction Algorithms with R\" by Rafael A. Irizarry ","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Visual Basic, JMP","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1961,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/1/20 0:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to find help, easy to understand","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Embedding results in research papers submitted to publications, Social media","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Eligibility specialist","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 1:52","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Multi-functionality and open source, free to use, easy to find learning materials","What do you like least about using R?":"Sometimes it takes time do the deeds","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Turkey","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 1:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Support from questions and answers sites","What do you like least about using R?":"More than one way of doing the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Tanzania","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"IT Officer","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 2:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1961,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 3:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Biology","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Desktop Pro (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's power. ","What do you like least about using R?":"It's power that is not enough. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Image analysis, APIs","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, PHP, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Manufacturing","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":25,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 4:04","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Connect, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great looking tables and graphs ","What do you like least about using R?":"  ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1963,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"Consultant ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 4:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, spatial","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server, grass, postgres, sqlite","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Repeatability of work","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"lab notebook","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"bash, html, grass","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 4:20","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse, together with the rmarkdown stuff and Shiny, make R and data analysis fun","What do you like least about using R?":"-","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 4:45","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"senior data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 5:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Reddit","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"General programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, European","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Researcher","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 5:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Package availability and community support","What do you like least about using R?":"That it is not more widely used in my organization","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Java, Javascript, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 5:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ggplot2","What do you like least about using R?":"Functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau, Alteryx","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 7:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to Google any issue and find the answer","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, PHP, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research officer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 8:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility to deliver defendable analyses and high-quality visualizations","What do you like least about using R?":"The absence of an explorable interface. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in written reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Visual Basic, FORTRAN ","What was the FIRST computer language or tool that you learned?":"BASIC (C-64; PET)","What year were you born?":1971,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Associate Director","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 8:28","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), GitHub ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Full universe of tools, very specific packages","What do you like least about using R?":"F&$@ing hard to learn details of syntax, including logic of assigning functions to objects","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, OSF","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1967,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 8:28","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), GitHub ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Full universe of tools, very specific packages","What do you like least about using R?":"F&$@ing hard to learn details of syntax, including logic of assigning functions to objects","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, OSF","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1967,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 8:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility and extesibility ","What do you like least about using R?":"inconsistencies in syntax about everywhere","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Javascript, Matlab, PHP, Python, Rust, Perl","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 8:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Connect, SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It makes some task easier than SAS.","What do you like least about using R?":"Code breaks as packages evolve.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, SAS, SPSS, Tableau, Visual Basic, Awk, sed, fortran, julia","What was the FIRST computer language or tool that you learned?":"basic","What year were you born?":1967,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international), R Medicine conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 9:03","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1998,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Git and Make","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Good for developing own functions and packages on top of very extensive existing packages","What do you like least about using R?":"Reproducibility sometimes problematic when package updates break things","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, r markdown mostly but older stuff in sweave via knitr","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, SAS, SPSS, FORTRAN, GENSTAT, Make, Git, SVN. Emacs+lisp","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1958,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"University teaching and research","What is your job title, if any?":"Senior Lecturer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 10:04","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There are a lot of packages that make my life easier ","What do you like least about using R?":"Ram restrictions ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Greece","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 10:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free software","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1973,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"1/1/20 11:28","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/1/20 11:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's flexible, creative, and challenging","What do you like least about using R?":"Sometimes it takes me a long time to solve a problem in R that I could do faster in Excel, bit that's because I am still learning","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1987,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research coordinator","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server Pro, Qubole","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R blog","How do you share the results that you create in R? Check all that apply.":"Excel","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1990,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Marketing","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:05","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online statistics masters program course (Texas A&M)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shinyapps.io, Rcpp Armadillo","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and customizability","What do you like least about using R?":"Difficulty replicating an entire environment for reproducibility (package versions, etc.)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1984,"What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Graduate research assistant (PhD candidate)","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"1/1/20 12:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community and the conventions surrounding reproducible examples","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Group leader","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"PhD student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"So easy to learn compared to other languages, great community and lots of online resources. If you can manage to explain what you wish to accomplish, you can find someone who's done something similar.","What do you like least about using R?":"Not as widely used in the workplace as I thought.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Tableau","What was the FIRST computer language or tool that you learned?":"Typescript","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"","Which category best describes the work you do?":"","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:32","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2002,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Concise data analysis and reporting","What do you like least about using R?":"Bizarre type errors","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications, Shiny server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 12:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2004,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, GIS, Remote sensing, spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wealth of stats methods, flexible, up-to-date, innovation","What do you like least about using R?":"Performance ( big spatial data)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1976,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"ass. prof","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 13:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":4,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is a straightforward language","What do you like least about using R?":"It is not the best tool when dealing with Big Data (compared to Scala, Java, Python)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 13:32","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis, Clinical trials, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The #rstats community, Piping (%>%), visualization packages, GIS packages,  ","What do you like least about using R?":"htmlwidgets and shiny. Because I prefer now to use JS packages like d3, chartjs, and leaflet  independently. I think htmlwidgets and shinyapps are not the best solutions for production level applications. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, Rust","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian, Middle Eastern","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Iran","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 13:55","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, GIS","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, R Markdown","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"PHP","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":30,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 14:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"Irregular naming conventions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Matlab, Tableau","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Chief investment officer","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 14:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Shinyapps.io, Google drive","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Diversity of applications, ease of access, great online help","What do you like least about using R?":"High threshold before it can be used efficiently, but that goes for most programming languages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"1/1/20 15:05","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Spatial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"power, simplicity, diversity, community","What do you like least about using R?":"Doing 0,1% if what is possible to do. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"I don't share. I create entry data for other tools (noise software for example like Cadnaa)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1976,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Noise project manager","Which category best describes the work you do?":"Environmental plan and project management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 15:19","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating documentation using pkgdown, Creating presentation slides, Creating statistical reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"QBasic","What year were you born?":1983,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 15:29","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Consulting","What is your job title, if any?":"Data scientist and developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":8,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 16:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1990,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian, White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 18:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing, Journalism ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), Docker","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The supportive community ","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Journalism ","What is your job title, if any?":"Data Reporter ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 22:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy find solutions for my problems in R community","What do you like least about using R?":"The CLI is hard to use","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Text processing, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"China","What industry do you work or participate in?":"Research","What is your job title, if any?":"Assistant prof","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 22:27","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Ease of use related to statistical modeling","What do you like least about using R?":"Native plots","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research assistant","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 23:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating static HTML pages with lecture notes or assignment solutions","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, general purpose programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Matlab, Python, Tableau, Mathematica, Maple, Minitab, SageMath, SQL","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Visiting Lecturer","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/1/20 23:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server, RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility of language, ability to do cleaning/modeling/visualization all in the same program.","What do you like least about using R?":"wish it was easier to use S3/S4 aspect of language. Installation of Rcpp/Rcpparmadillo is a real pain in the ass.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications, submit markdown files to client via secure messaging. insert output pdf/png into LaTeX reports to send to client.","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Machine learning, Text processing, interacting with multiple applications/OS","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, PHP, Python, SAS, objective C, C#","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":25,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 1:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of creating plots using ggplot","What do you like least about using R?":"Some language inconsistencies ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1969,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"New Zealand","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 1:16","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Server, RStudio Server Pro, Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Functional programming","What do you like least about using R?":"The language redefinition introduced by tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Rust, SPSS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Austria","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Senior Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":200,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 2:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source. Community. RStudio","What do you like least about using R?":"Type safety. Single thread ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Deep learning ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"United Arab Emirates","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Associate ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 4:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Genomics, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse pipeline workflow","What do you like least about using R?":"base R irregular syntax ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"task scripting","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, Matlab, PHP, Python, Fortran, Scala","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 4:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The flexibility available around designing interactive data visualisations (for presenting analysis results)","What do you like least about using R?":"Version control and maintaining code with package updates etc.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuary","Which category best describes the work you do?":"Financial professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 4:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"reproducability","What do you like least about using R?":"speed and memory limits","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"qbasic","What year were you born?":1985,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 4:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Syntax and functionality comes naturally to mathematically and statistically minded person.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Company Slack channel","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Commodore 64 BASIC on my own, Pascal at school","What year were you born?":1972,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Digital Service Design","What is your job title, if any?":"Lead Designer","Which category best describes the work you do?":"Service / Concept Designer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 4:53","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis, Clinical trials, Epidemiology","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the flexibility","What do you like least about using R?":"The lack of a specific structure can be challenging to understand at the beginning, esp. when you learn at the job. Other than that if you have a bit of coding experience, you get over it soon.  Lately, I don't like the \"fanatism\" of base vs tidyverse, it can confuse beginners about what is right and wrong when in R there is no right or wrong.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1985,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Italy","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 5:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Being able to rerun analyses/redo figures with saved code.","What do you like least about using R?":"Difficulty finding answers to problems; many different ways of doing the same thing; syntax not intuitive.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"I used it partly to make my website","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Genomics","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"BASIC (early 1980s)","What year were you born?":1972,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 5:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"huge diversity of possibilities and huge community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"answers in stackoverflow","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, PHP, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1991,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Agriculture","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Slack grrrr"}
{"Timestamp":"1/2/20 5:34","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Function programming and subsetting a dataframe to test at a smaller scale ","What do you like least about using R?":"That big data bases are hard to manage","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Stackexchange up","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1991,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Puerto Rico","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 6:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse","What do you like least about using R?":"speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing online and offline books via bookdown, Execute specific chunks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1991,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD Student","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 7:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Transportation data (aviation) analysis ","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of (package) installation and great community ","What do you like least about using R?":"Dichotomy of Base R (which I rarely use) and the tidyverse ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data collection ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Smalltalk ","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Belgium","What industry do you work or participate in?":"International Organization ","What is your job title, if any?":"Data Manager ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 9:08","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility","What do you like least about using R?":"Error messages are sometimes cryptic","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Homework assignments; methodology documentation","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, Hyperion","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 9:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Customization, dbplyr + SQL","What do you like least about using R?":"Handling bigger data sets - this could be an error on my approach as well.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, https://rweekly.org/","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Analytics Sr. Developer","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 9:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"User friendly and simple to understand syntax.","What do you like least about using R?":"Limitations of favorite packages; HTML dashboards lacking interactivity.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 9:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How powerful it is","What do you like least about using R?":"N/A","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, RStudio Connect site run by my organization, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Environmental Engineer/Scientific Applications System Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/2/20 9:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I think it is easier to learn than python and has a great community. My two points when I try to get people to use r is that there is a great online community that can help you and jt is free.","What do you like least about using R?":"It's hard for me to find new packages/more efficient ways to code at the intermediate level. Workshops are not tailored for it and my peers dont use R.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Genomics, Survey analysis, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1996,"What gender do you identify with?":"female ","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"graduate student ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 10:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Desktop Pro (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The variety of possible deliverables that can be created with it and RStudio together.","What do you like least about using R?":"Getting interested in a new package that is subsequently forgotten by the developers i.e highcharter.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 10:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"My typical data is 10-min time series data from sensors (weather, rock block movement, sinkhole subsidence, etc). I like that I am able to point my script at the new data file and run an R markdown report with updated charts. This eliminates the huge hassle of pulling new data into Excel and updated many charts manually. ","What do you like least about using R?":"The standard documentation seems to be written by PhD computer scientists. I need it dumbed down most of the time to understand it. ","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Publishing charts to pdf and emailing to coworkers ","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Visual Basic","What was the FIRST computer language or tool that you learned?":"Commodore VIC 20 and Commodore 64. Then FORTRAN","What year were you born?":1971,"What gender do you identify with?":"M","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Engineering consultant ","What is your job title, if any?":"Project Engineer ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 10:48","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"R Materials aren't in my native language","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"explore, graph, test","What do you like least about using R?":"Not in Spanish","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R packages built for search such as the sos package, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"ocho","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1964,"What gender do you identify with?":"Hombre","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Business Process Specialist Coordinator","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 11:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Matlab","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Researcher","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":""}
{"Timestamp":"1/2/20 11:10","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/2/20 11:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1993,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The robust user community","What do you like least about using R?":"The lack of conceptual parsimony or pedagogical focus to so much of the information about using R","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, Swift, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1971,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Staff Member","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse","What do you like least about using R?":"Error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 12:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Free and open source = transparent and replicable","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Search Github for examples","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Ruby, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Consultant","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 12:18","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio.cloud, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source, helpful (online) community, ability to make great visualizations","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, We have a listserv at our University for questions and answers","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Visual Basic, FORTRAN","What was the FIRST computer language or tool that you learned?":"FORTRAN","What year were you born?":1979,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Natural Resources and Mining","What is your job title, if any?":"Lecturer - Quantitative Data Science (Environmental Resources)","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 12:53","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"There's almost always a package or tool to do the thing I want to do, and I can now write my own functions easily to improve my workflow.","What do you like least about using R?":"Too many packages to keep track of, packages are of varying quality, and the only way to figure out a package is not ideal to use is by trial and error.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Associate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"r/rstats on reddit"}
{"Timestamp":"1/2/20 13:02","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community that helps answer questions and troubleshoot online. Whenever I get stuck and am searching for an answer, someone has usually already answered and provided a detailed solution that works.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior Research Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 13:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Vecorisation. Large variety of packages","What do you like least about using R?":"Debugging code","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Email lists such as r-help","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Own shiny server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents, Producing reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Go, SAS","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1973,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Non-governmental sector","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"1/2/20 13:56","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1990,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"Asian, White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":""}
{"Timestamp":"1/2/20 14:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I am limited by only my imagination.  R can do anything.","What do you like least about using R?":"Single threaded","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 14:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility, especially with data manipulation and visualization with the tidyverse","What do you like least about using R?":"There isn't a super easy way (that I know of) to look at what all of the packages can do (besides looking at each individual package guide)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Research papers for internal company use","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/2/20 15:25","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax due to transitioning from SAS/SPSS and Python","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis, Scraping","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE), RStudio Server, SAS, SPSS, JMP Pro (for its text analysis platform); Stata (for its mixed and multilevel modeling capabilities)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I can switch between Mac/Windows/Linux machines without the constraints of limited-seat licenses and, in general, my scripts will almost always work (with expected caveats about packages with external dependencies, but that's not exactly R's fault).","What do you like least about using R?":"How (seemingly) frequently functions from dplyr and other tidyverse packages have been deprecated. The presence of multiple R \"paradigms\" makes R much harder to teach (IMO), especially to students coming from other stat software like SAS, SPSS, or Stata.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Books/reference materials; University-related resources (especially Penn State, UCLA, Princeton, stat545)","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to decrease","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, SAS, SPSS, Tableau, JMP, Minitab, Stata","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Manager and Lecturer","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/2/20 15:46","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The active online community; endless visualization options","What do you like least about using R?":"Structuring R-Scrips with hierarchy in R studio (# ... -----)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Visual Basic","What was the FIRST computer language or tool that you learned?":"Visual Basic","What year were you born?":1988,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"PhD candidate","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 15:48","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community & easy visualizations ","What do you like least about using R?":"I wish it were easier to output publication ready tables ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R/rstats ","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1986,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoc","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":50,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"R/rstats"}
{"Timestamp":"1/2/20 17:21","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Days","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"I am just getting started learning programming","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Communications Specialist","Which category best describes the work you do?":"Consultant or Advisor","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/2/20 17:44","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Medicine, Survey analysis, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"The amazing community, and the fact that it is free/open source but has packages for state of the art (as well as old and obscure) statistical techniques. ","What do you like least about using R?":"The only issue I have with R is that it holds everything in RAM, but that is only sometimes an issue. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"HTML","What year were you born?":1992,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research analyst","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 18:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Repeatability of workflows","What do you like least about using R?":"Tedious set up and package installations, especially with LATEX for markdown, and managing packages across multiple servers and desktops","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau, SQL, PostgreSQL, Bigquery, google analytics","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1998,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/2/20 20:18","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The challenge","What do you like least about using R?":"Finding answers in terms I understand (no programming background)","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Email lists such as r-help, r-packages, or r-pkg-devel, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1982,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"RN","Which category best describes the work you do?":"Medical professional","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/2/20 22:07","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Analysis","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Tableau, vba ","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Programmer Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 1:33","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"UI","What do you like least about using R?":"Cloud speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Business Intelligence Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 3:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2001,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Can't remember","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Reporting","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ability to run any analysis I can imagine.","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io, Embedding results in research papers submitted to publications, Shared file space (server, Dropbox, One Drive, etc); private git repository (GitLab, Bitbucket, Gitea, etc)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML/Word reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, Visual Basic, Minitab, Genstat","What was the FIRST computer language or tool that you learned?":"Minitab","What year were you born?":1978,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Freelance consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 4:31","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"SQL Server Management Studio ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse ","What do you like least about using R?":"Nagging feeling that I probably should have learned python instead","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Some automatic writing of files to shared folders","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director, Clinical Information and Analytics ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 5:01","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"versatility, RStudio, community support, availability of packages","What do you like least about using R?":"It's sometimes slow comparing to python","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, online courses, Stack Overflow","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML files which supports project decisions","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Tableau, SQL","What was the FIRST computer language or tool that you learned?":"BASIC :)","What year were you born?":1972,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Poland","What industry do you work or participate in?":"Renewables Energy Sources","What is your job title, if any?":"","Which category best describes the work you do?":"Energy Analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 6:02","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to use a specific R package (e.g., ggplot2, caret, rmarkdown)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"SQL Server Management Studio ","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Tidyverse ","What do you like least about using R?":"Nagging feeling that I probably should have learned python instead","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Some automatic writing of files to shared folders","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Director, Clinical Information and Analytics ","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 6:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Not to have to switch between \"modes\" (like Stata/Mata or SAS/IML): everything is programmable the same way, with a \"true\" language and not macros.","What do you like least about using R?":"Too many packages with too much duplicate functionality, packages not always very good (it would be good to have a curated repository of very good statistical functions with no dupes and thorough testing - like tiyverse, but for statistical methods). The language is sometimes weird and the syntax is not regular (is it thisFunction this.function or this_function? Sometimes the three exist and do not mean the same!) + oddities like \"for (i in seq(1:n))\" when n<1. Python is much smoother in this respect.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, Surprising that it's not even mentionned: books! Yeah, they still exist.","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, So books are mentionned here, but not Stack Overflow/Cross Validated?","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Matlab, Python, Ruby, SAS, Visual Basic, Fortran","What was the FIRST computer language or tool that you learned?":"QBASIC","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"France","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"1/3/20 8:42","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Great community support dedicated to statistics and data science in particular","What do you like least about using R?":"Not enough devops solutions and integrations","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Email lists such as r-help, R-Ladies Slack and Meetup","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Github","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Matlab, PHP, Python, Ruby, Tableau, Visual Basic, FORTRAN, Pascal, Bash, html, css","What was the FIRST computer language or tool that you learned?":"HTML ","What year were you born?":1984,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Consultant ","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international), PyCon conference","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 8:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"functional interfaces and plethora of packages","What do you like least about using R?":"not enough of a community linking R to various cloud infrastructure providers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"via an API","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, connective code, AWS lambdas","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, Rust, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"South Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"senior data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 9:30","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Functionality","What do you like least about using R?":"Syntax","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Online r coursed","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, Swift","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1938,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Managing attorney","Which category best describes the work you do?":"Legal","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/3/20 10:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2007,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating tutorial docs","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"Method consultant ","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 11:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Freedom","What do you like least about using R?":"Big learning curve","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"BI Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 11:41","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"remove <- operator","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"community and packages","What do you like least about using R?":"speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"No sharing","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1994,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Education","What is your job title, if any?":"economics student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"1/3/20 12:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Rstudio IDE makes things simple - everything is right there. You can get things done very quickly.","What do you like least about using R?":"I hate NSE but love dplyr.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing, general programming utility","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, PHP, Python, SAS, Fortran","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"www.reddit.com/r/rstats"}
{"Timestamp":"1/3/20 12:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Connect, RStudio Desktop (IDE), RStudio Server, Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, PHP, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Cybersecurity","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Expressiveness and extensibility","What do you like least about using R?":"No other way to have authoritative package sources besides CRAN and even then CRAN is not really secure/safe.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, I monitor all the public social coding sites via bots","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Publishing online and offline books via bookdown, Creating documentation using pkgdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, As a means of generating final graphics for production teams","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Data transformation, It has a plethora of cybersecurity-related modules that I absolutely need to use.","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Go, Java, Javascript, PHP, Python, Ruby, Rust, Swift","What was the FIRST computer language or tool that you learned?":"Actual BASIC","What year were you born?":1968,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Cybersecurity (but you can use Information Technologies if you need to aggregate)","What is your job title, if any?":"Chief Data Scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:35","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode, Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Assistant professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:36","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:37","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It's very easy to do most things I want to do and to find out how to do things I still haven't learned. ","What do you like least about using R?":"That I have to have a web connection to use it. When the internet went down at work for the better part of a day, I was unable to do anything because R couldn't connect to CRAN. It's the only thing that's made me miss SPSS.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1979,"What gender do you identify with?":"woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate in Research","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning to use the R command line user interface","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Shiny","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shiny Server","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python, SAS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Team Lead, Marketing Intelligence","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:38","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Genomics, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), SAS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The ability to easily implement new statistical methods.","What do you like least about using R?":"The difficulty in keeping track of all of the packages available.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Interacting with file types not supported by R packages.","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Military","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:43","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"flexibility and customization","What do you like least about using R?":"some packages are common enough finding help online is easy -- other packages can be very hard to troubleshoot","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SQL","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Arts and Entertainment","What is your job title, if any?":"BI Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:47","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1999,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Medicine, Survey analysis, Clinical trials, Data science competitions","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Wide coverage of methods, i know it","What do you like least about using R?":"Breaking changes in tidyverse","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications, Powerpoint, knitr htmls","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Htmls i can share","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, Pascal, Stan, Mathematica","What was the FIRST computer language or tool that you learned?":"Basic on C64","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Switzerland","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Biostatiatician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:49","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Matlab, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"I love data visualization and RStudio lets me do that in very complex or simple ways.","What do you like least about using R?":"Errors with little or no indication as to what the actual issue is.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Stackoverflow","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Combining model outputs and visualized data for reference","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Matlab","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1985,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Research","What is your job title, if any?":"Postdoctoral fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:49","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Medicine","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"R is the perfect merge of data visualization, statistical analysis, and text processing.","What do you like least about using R?":"The initial steep learning curve. Totally worth, though.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Professional degree (e.g. MD, DDS, DVM)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"PhD Candidate","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Working with other people's poorly commented code; 'surface' ability to use the code was difficult to convert to understanding what each line did.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse!","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, Python","What was the FIRST computer language or tool that you learned?":"Javascript","What year were you born?":1986,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research scientist","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 12:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Genomics","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Fits my needs as an ecologist","What do you like least about using R?":"Trying to understand documentation and error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 13:03","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"General programming issues as no pornos programming experience","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility to do anything if creative enough. No clunky UI to get in the way. ","What do you like least about using R?":"No programming experience so step learning curve at times. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, Local r user groups","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data analytics lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 13:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"base vs tidyverse. I did the john hopkins coursera specialization and the jumping back and forth made it much harder.","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio.cloud, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How quickly I can get work done","What do you like least about using R?":"Cant kill sql queries in Rmd chunks once they start running","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 13:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"People Analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 13:12","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of data manipulation","What do you like least about using R?":"Sometimes tricky to find proper packages that will help me achieve goals","When you have problems in R, where do you go for help?":"Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SQL","What was the FIRST computer language or tool that you learned?":"SQL","What year were you born?":1993,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Science Lead","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 13:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"Powerful and flexible","What do you like least about using R?":"Hard to learn new skills, not intuitive for non-programmers","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Ruby, SPSS, Jamovi","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1980,"What gender do you identify with?":"Woman","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Sweden","What industry do you work or participate in?":"Research","What is your job title, if any?":"Associate professor","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 13:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The community","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, General programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Java, Python","What was the FIRST computer language or tool that you learned?":"R","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 13:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"dplyr, ggplot","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python, SAS","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1996,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Ecommerce","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 13:38","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I just want more time off teaching and admin","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, R Command Line (i.e., the native R terminal interface)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Transparency and replicability","What do you like least about using R?":"People who use SPSS","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"General purpose programming","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1986,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Denmark","What industry do you work or participate in?":"Education","What is your job title, if any?":"Associate professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 14:05","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity of the packages","What do you like least about using R?":"Inconsistency of base R functions","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Python, Tableau, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White, Native American, Pacific Islander","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Some college or university, no college degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Junior Data Science Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 14:10","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Per tidyverse syntax was hell, much easier to learn now","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, R Command Line (i.e., the native R terminal interface), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Flexibility and that . idyverse allows for understandable data processing and reshaping. I can show my boss and he understands it","What do you like least about using R?":"modelling functions, they all have different requirement and parameters. Try fitting a glmnet model.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Powerpoint, we do consulting, everything goes into PowerPoint","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript, Python","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Norway","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Director of analysis and data science","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 14:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1996,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Language design for working with (statistical) data","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Javascript, Python, SAS, Spotfire","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1956,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Director of Engineering","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup","How did you hear about this survey?":"Reddit r/rstats"}
{"Timestamp":"1/3/20 14:13","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Medicine, Clinical trials","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Matlab, Python, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United Kingdom","What industry do you work or participate in?":"Research","What is your job title, if any?":"Research Assistant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 14:29","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"I never learned to code before. Before R I just used spreadsheets and point and click softwares","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE), STATA do-files","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"a versatilidade, pois ~A(c) poss~A-vel fazer muitas coisas, e a comunidade","What do you like least about using R?":"Sometimes you think you wrote the right command, but the code gives an error and the error message doesn't help.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, STATA","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 15:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"That I can do anything with it.","What do you like least about using R?":"Debugging can be a chore at times.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1992,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 15:41","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Data manipulation and funcional programming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Java, Javascript","What was the FIRST computer language or tool that you learned?":"Basic","What year were you born?":1975,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Senior Manager","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 16:16","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Learning the RStudio development environment","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Ease of linear regresstion and test functions","What do you like least about using R?":"Needs better visual models","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Matlab, PHP, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1979,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"College diploma","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Not Employed","What is your job title, if any?":"Former Computer Programmer, going into Data Analysis","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 16:26","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"The relative difficulty in performing certain tasks that are natural in stats specific languages like Stata (ie types of loops and rowwise transformations are much less natural), particularly when working with simple data like surveys with minimal repeat groups. R and tidyverse preference for long data is a pain. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, Python, Stata, PowerBI","What was the FIRST computer language or tool that you learned?":"Stata","What year were you born?":1990,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"RStudio web site or blog"}
{"Timestamp":"1/3/20 19:33","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2005,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Commercial concern of using Open Source software","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Graphics / knitr documents","What do you like least about using R?":"uneven package quality / reliability","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R documentation.  Most is quite good","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Writing statistical reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, SAS, Wolfram Mathematica","What was the FIRST computer language or tool that you learned?":"BASIC","What year were you born?":1967,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Pharma","What is your job title, if any?":"Senior Principal Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":6,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 19:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Power and flexibility ","What do you like least about using R?":"Poor package error control ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript","What was the FIRST computer language or tool that you learned?":"Fortran","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data scientist ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/3/20 20:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2003,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Markdown","What do you like least about using R?":"documentation","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating presentation slides, Sharing statistical analysis results with collaborators. Creating labs / homework sets for students to work through.","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS","What was the FIRST computer language or tool that you learned?":"Scheme","What year were you born?":1977,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Assistant Professor of Biostatistics","Which category best describes the work you do?":"Statistician. Is this seriously not an option?","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":10,"Which of the following events have you attended, if any? Check all that apply.":"UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 20:52","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The facility to understand the language","What do you like least about using R?":"The sintaxe itself.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"three","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1986,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Prefer not to answer","In what country do you currently reside?":"Brazil","What industry do you work or participate in?":"Education","What is your job title, if any?":"tutor","Which category best describes the work you do?":"None","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/3/20 21:51","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Sql server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Repeatability, scripting, revising and rerunning analysis ","What do you like least about using R?":"Syntax and debugging","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"Email lists such as r-help, r-packages, or r-pkg-devel, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Reports","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Visual Basic, Macros","What was the FIRST computer language or tool that you learned?":"COBOL","What year were you born?":1965,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Transportation","What is your job title, if any?":"Director BI","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 0:24","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shiny Server, Shiny Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"%>%","What do you like least about using R?":"Inconsistency across packages. I waste time looking up the names of arguments that are actually the same thing. Also, I would prefer if R were statically typed, although I realize that's never going to happen.","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to decrease","What computer tools and/or languages have you used besides R?":"Java, Python, Ruby","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Sports","What is your job title, if any?":"Strategic Planning Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 1:50","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Versatility","What do you like least about using R?":"Hardware memory limitation","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Nine","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"France","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"CRM Manager","Which category best describes the work you do?":"Project management ","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 2:39","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"My wife","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":7,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Python","What year were you born?":1985,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"France","What industry do you work or participate in?":"Research","What is your job title, if any?":"Ma~A(R)tre de conf~A(c)rence","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/4/20 2:47","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"It is interactive and the online community is awesome","What do you like least about using R?":"Some error messages are not intuitive","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Visual Basic, Stata","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1982,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 8:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":1990,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Easy to learn","What do you like least about using R?":"Error msg","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Python","What was the FIRST computer language or tool that you learned?":"Java","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 10:06","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Its fast","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Javascript, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1997,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Tanzania","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Student","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/4/20 10:30","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio.cloud, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community - can almost always find support and answers","What do you like least about using R?":"Multiple, overlapping ways to do the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Excel reports","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, MS Access, SQL","What was the FIRST computer language or tool that you learned?":"FORTRAN ","What year were you born?":1950,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Trade (Retail or Wholesale)","What is your job title, if any?":"Data Analystl","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/4/20 14:24","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"One or more members of the R community encouraged me to learn it","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The range of things you can do with your data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Analytics Coordinator ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/4/20 14:41","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":4,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Weeks","How do you think you would go about the process of learning R?":"By taking an In-person course (including bootcamps and workshops as well as more formal courses)","Which statement most closely reflects the primary reason why you are interested in learning R?":"I think knowing R would open new career opportunities","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Data transformation, Survey analysis","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Microsoft Excel, SPSS","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1977,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Venezuela","What industry do you work or participate in?":"Research","What is your job title, if any?":"Planing Director","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/4/20 15:20","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, EDA","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community. Made for data science. ","What do you like least about using R?":"Difficulties and lack of resources about using R in production (security, logging etc).","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, CRAN Task Views, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1975,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, European","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"business analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/4/20 17:43","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Desktop Pro (IDE), RStudio Server Pro","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The combination of RMarkdown, the tidyverse, and the RStudio IDE allows me to quickly transform, visualize, and analyze data and communicate results.","What do you like least about using R?":"Cryptic error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Ruby, SAS, SQL","What was the FIRST computer language or tool that you learned?":"Logo","What year were you born?":1973,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/5/20 2:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Connect, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"tidyverse, community","What do you like least about using R?":"its difference from other programming languages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, RStudio Connect site run by my organization, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I plan to stop using it","What computer tools and/or languages have you used besides R?":"Excel, Tableau","What was the FIRST computer language or tool that you learned?":"C#","What year were you born?":1995,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Finland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, UseR conference, Local or regional R meetup, R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"R Ladies"}
{"Timestamp":"1/5/20 9:25","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ggplot","What do you like least about using R?":"Try catch","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Java, Javascript, Matlab, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"F","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Singapore","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Software developer","Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/5/20 11:12","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Less than once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"CRAN Task Views, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating presentation slides, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Serbia and Montenegro","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/5/20 11:13","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data manipulation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Graphing","What do you like least about using R?":"Merging data","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Conferences, meet-ups, or seminars","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Excel, SAS, SPSS, Visual Basic","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1968,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Pharma","What is your job title, if any?":"Senior Director Biometrics","Which category best describes the work you do?":"Management","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/5/20 17:23","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"University module","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Managing packages","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Rarely","What do you like best about using R?":"Still learning,but my interest is in visualization and machine learning","What do you like least about using R?":"I can't really say as it still is early to tell","When you have problems in R, where do you go for help?":"Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation, R packages built for search such as the sos package","How do you share the results that you create in R? Check all that apply.":"Im still a learner ","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Modeling","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, Swift, PowerBi","What was the FIRST computer language or tool that you learned?":"Matlab","What year were you born?":1979,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"South Africa","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"Statistical assistant","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/5/20 23:07","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to build interactive applications (e.g., Shiny)","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"R-specific search websites such as METACRAN or Rdocumentation, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Personal blog or web site owned by you","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1995,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Platform & Data Manager","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/6/20 5:00","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I thought it would open new career opportunities","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, RStudio Desktop (IDE), RStudio Server, Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Simplicity to get started with Data analysis","What do you like least about using R?":"Moving stuff to Production ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to decrease","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Building web sites via blogdown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Modeling, Visualization, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Javascript, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1990,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"India","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Analyst","Which category best describes the work you do?":"Data scientist or analyst","Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup, PyCon conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/6/20 9:59","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"execution on a line-by-line basis, readability","What do you like least about using R?":"untransparent function names","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Text processing, Survey analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"non-male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Ireland","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Linguist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Ladies meetups (local, regional, national, or international)","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/6/20 11:40","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, RStudio Desktop (IDE), RStudio Server, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"community","What do you like least about using R?":"speed","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Publishing online and offline books via bookdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1988,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Agronomist","Which category best describes the work you do?":"Consultant or Advisor","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/6/20 12:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2015,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Handling huge datasets","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shiny Server, Oracle sql","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Occasionally","What do you like best about using R?":"Lots of tutorials, huge comminity, awesome packages","What do you like least about using R?":"The limitation of computing in memory","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, R packages built for search such as the sos package, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"RStudio Connect site run by my organization","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning, Financial analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Visual Basic","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1994,"What gender do you identify with?":"Man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Hungary","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/6/20 15:19","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"code structuring","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":3,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"None","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1969,"What gender do you identify with?":"man","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Netherlands","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":3,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/6/20 17:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Data transformation, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Once you get a good grip on the language it's pretty easy to scale upward from there.","What do you like least about using R?":"Data types were very confusing at first and still sometimes throw me for a loop. Especially with DATE TIME FORMATS ugh","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, R-specific search websites such as METACRAN or Rdocumentation, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Github Pages","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1996,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"Junior Data Analyst","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"R Ladies slack"}
{"Timestamp":"1/6/20 18:21","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Finding proper packages to use","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, Python","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ease of plotting data with ggplot!","What do you like least about using R?":"Many ways/packages to do the same thing- can be confusing and overwhelming","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":2,"How likely are you to recommend Python to a colleague, friend, or family member?":2,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1991,"What gender do you identify with?":"Female","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/6/20 21:06","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2012,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis, Clinical trials, Financial analysis, Software development","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Online community of power users who vary in background and expertise. ","What do you like least about using R?":"Speed, poor error documentation for some packages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Shinyapps.io, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating documentation using pkgdown, Creating presentation slides, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Frequently -- I frequently use or build Shiny applications","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Visualization, Software development ","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Matlab, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1984,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Principal Data Scientist","Which category best describes the work you do?":"Software developer","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 4:51","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"I don't know what the tidyverse is","Do you use tidyverse packages when you use R now?":"I don't know what tidyverse is","What do you like best about using R?":"It's so realistic when it comes to data analysis","What do you like least about using R?":"It's syntax is so complicated for begginers like I am","When you have problems in R, where do you go for help?":"community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"community.rstudio.com","How do you share the results that you create in R? Check all that apply.":"Email","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"eight\".","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Java, Javascript, PHP","What was the FIRST computer language or tool that you learned?":"C/C++","What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"","In what country do you currently reside?":"","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"","Which category best describes the work you do?":"Student","Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 6:11","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2010,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE), RStudio Server, SPSS","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like least about using R?":"Vague error messages and inconsistent error handling in some packages. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint), Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, Ruby, SAS, SPSS, Visual Basic, Perl","What was the FIRST computer language or tool that you learned?":"Perl","What year were you born?":1978,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Senior methodologist ","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 6:21","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2000,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Modeling, Machine learning, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":6,"Which tools do you use with your R applications? (please check all that apply)":"EMACS ESS mode","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Never","What do you like best about using R?":"The flexibility of the language and the availability of many tools I can glue through R","What do you like least about using R?":"Increasing separation between tidy and base","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I plan to stop using it","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight ","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I plan to stop using it","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I plan to stop using it","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"C/C++, Go","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1980,"What gender do you identify with?":"","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Research","What is your job title, if any?":"Statistician","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":100,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, Local or regional R meetup","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 6:36","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2011,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"Between once a week and once a month","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"Professor","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 7:09","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Text processing, Survey analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Python, RStudio Desktop (IDE), RStudio Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Ggplot","What do you like least about using R?":"Having multiple ways to do the same thing","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend Python to a colleague, friend, or family member?":10,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Python","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"","What industry do you work or participate in?":"Research","What is your job title, if any?":"research fellow","Which category best describes the work you do?":"Researcher","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 9:27","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2013,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Documentation","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The pipe operator makes it fun to develop a workflow","What do you like least about using R?":"identifying which packages to use for certain use cases","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating HTML dashboards with flexdashboard, Creating Shiny-based interactive documents","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1988,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White, Hispanic/Latinx","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Information Technologies","What is your job title, if any?":"data scientist consultant","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 10:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2009,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Weeks","Which statement most closely reflects the primary reason why you learned R?":"I wanted to do statistical analyses","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), RStudio Server Pro, Shiny Server","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Helps me get from idea to working code the fastest","What do you like least about using R?":"Syntax and inconsistencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, RStudio Connect site run by my organization, RPubs.com, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating documentation using pkgdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Machine learning, Integration with other coporate tools","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Javascript, Python, Visual Basic","What was the FIRST computer language or tool that you learned?":"HyperCard","What year were you born?":1983,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Data Scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/7/20 19:22","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2016,"How did you learn R? If you used multiple methods, please select the one you used the most.":"On the job","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":2,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE), Tableau","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Open source","What do you like least about using R?":"Data types and some syntax inconsistencies","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"Eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis, Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Matlab, Python, SAS, SPSS, Tableau","What was the FIRST computer language or tool that you learned?":"Fortran","What year were you born?":1980,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"Doctorate (e.g. PhD, EdD)","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Utilities","What is your job title, if any?":"Load Forecaster","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"Local or regional R meetup","How did you hear about this survey?":"Facebook"}
{"Timestamp":"1/8/20 12:14","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"r-help","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":4,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Data types","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"No","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"the community","What do you like least about using R?":"bros","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, Email lists such as r-help, R-specific search websites such as METACRAN or Rdocumentation, old code","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, CRAN Task Views, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Other internal web site or portal run by my organization (for example,  Sharepoint), Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to decrease","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Statistical analysis","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":1,"How likely are you to recommend Python to a colleague, friend, or family member?":1,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"C/C++, Excel, Python, SAS, SPSS","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Government Services (Federal, State, or Local)","What is your job title, if any?":"data scientist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":4,"Which of the following events have you attended, if any? Check all that apply.":"RStudio::conf, rOpenSci Unconf","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/8/20 13:14","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2017,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"I was personally interested","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Eliminating the mundane Excel workbook update process, improved accuracy, stunning visualizations, better handling of large data vs. Office products, so many things!  ","What do you like least about using R?":"Debugging obscure errors is difficult, especially LaTex package errors using Markdown to generate pdf reports.  ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel, Your personal network, such as colleagues and professors, Conferences, meet-ups, or seminars, Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Machine learning, Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":5,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Matlab, Python, SAS, Visual Basic","What was the FIRST computer language or tool that you learned?":"Pascal","What year were you born?":1974,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"Actuarial Director ","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":7,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/8/20 17:41","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2018,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language syntax","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"The online community, contributed packages such as tidyverse, data.tables, the fact that both R and Rstudio are free and accessible to everyone. ","What do you like least about using R?":"Since R is my first programming language, I like everything about it. However, sometimes it gets so slow, especially when the data size grows. Not really fast when it comes to inverting a high dimensional matrix, for instance. ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you discover new packages or packages that are unfamiliar to you?":"Books, textbooks, or journal articles (JSS, JOSS, R-Journal), Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"\"seven\"","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Creating presentation slides","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Never -- I don't use Shiny.","Looking forward, how do you expect your use of Shiny to change in 2020?":"","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"","What computer tools and/or languages have you used besides R?":"Matlab","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1989,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Black/African","In what country do you currently reside?":"Germany","What industry do you work or participate in?":"Education","What is your job title, if any?":"Phd student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":2,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/8/20 21:54","How would you rate your level of experience using R?":"Expert","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2008,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Error messages","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"So many Packages ","What do you like least about using R?":"So many packages ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, Email lists such as r-help, r-packages, or r-pkg-devel","How do you share the results that you create in R? Check all that apply.":"Email, ftp","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"8","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":8,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"SAS","What was the FIRST computer language or tool that you learned?":"SAS","What year were you born?":1967,"What gender do you identify with?":"Male ","I identify my ethnicity as (select all that apply):":"Asian","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Financial Services and Activities","What is your job title, if any?":"","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"R Finance conference","How did you hear about this survey?":"LinkedIn"}
{"Timestamp":"1/8/20 22:34","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"Online course (e.g., Coursera, edX, Datacamp)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization, Machine learning, Financial analysis","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"How logical everything is once you get the hang of it. ","What do you like least about using R?":"I came from a non-computer/programming background so getting used to the concepts was a little difficult at first. However, I quickly began to see how useful and flexible R is.","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com, R-specific search websites such as METACRAN or Rdocumentation","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, DataCamp","How do you share the results that you create in R? Check all that apply.":"Email, Other internal web site or portal run by my organization (for example,  Sharepoint)","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to stay the same","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Publishing online and offline books via bookdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation, Currently still learning through DataCamp","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1996,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"Asian","In what country do you currently reside?":"Australia","What industry do you work or participate in?":"Health Care and Medicine","What is your job title, if any?":"Economist","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":1,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}
{"Timestamp":"1/9/20 14:25","How would you rate your level of experience using R?":"Beginner","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2019,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":5,"Roughly how long did it take you to achieve proficiency in R?":"I don't feel proficient in R yet.","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"unfamiliarity with coding & data science","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Visualization, Machine learning, Text processing","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend R to a colleague, friend, or family member?":8,"Which tools do you use with your R applications? (please check all that apply)":"Microsoft Excel, RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"feeling of success when I get the answers I expected","What do you like least about using R?":"getting an error or wrong answer and not knowing where to even start to fix the problem","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Your personal network, such as colleagues and professors, Question and answer sites such as Stack Overflow and Quora, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, community.rstudio.com","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Weekly -- Between once a day and once a week","What applications do you use R Markdown for? Check all that apply.":"Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown, Creating presentation slides, Creating HTML dashboards with flexdashboard","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"I don't use Python","What applications do you use Python for most? (check all that apply)":"","Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel","What was the FIRST computer language or tool that you learned?":"R","What year were you born?":1981,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"","Which category best describes the work you do?":"Administration","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":5,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Twitter"}
{"Timestamp":"1/9/20 14:39","How would you rate your level of experience using R?":"None","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult do you expect learning R to be?":3,"From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"Months","How do you think you would go about the process of learning R?":"By myself using a book or online documentation that is not part of a formal course","Which statement most closely reflects the primary reason why you are interested in learning R?":"I am intellectually curious about R","If you were to learn R, what would do you think you would use it for? (check all that apply)":"Statistical analysis, Text processing","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"Python","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How did you learn R? If you used multiple methods, please select the one you used the most.":"","Roughly how long did it take you to achieve proficiency in R?":"","Which statement most closely reflects the primary reason why you learned R?":"","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","How often do you use R today, either for professional or personal projects?":"","What applications do you use R for most? (check all that apply)":"","Which tools do you use with your R applications? (please check all that apply)":"","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"","Do you use tidyverse packages when you use R now?":"","What do you like best about using R?":"","What do you like least about using R?":"","When you have problems in R, where do you go for help?":"","How do you discover new packages or packages that are unfamiliar to you?":"","How do you share the results that you create in R? Check all that apply.":"","Looking ahead, how do you expect your use of R to change in 2020?":"","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"I don't use R Markdown","What applications do you use R Markdown for? Check all that apply.":"","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"I don't know what Shiny is.","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Text processing","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":7,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, SPSS","What was the FIRST computer language or tool that you learned?":"Excel","What year were you born?":1979,"What gender do you identify with?":"female","I identify my ethnicity as (select all that apply):":"White","In what country do you currently reside?":"United States of America","What industry do you work or participate in?":"Education","What is your job title, if any?":"Cataloging and Metadata Training","Which category best describes the work you do?":"Educator","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"From a colleague or friend"}
{"Timestamp":"1/9/20 16:45","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2006,"How did you learn R? If you used multiple methods, please select the one you used the most.":"By myself using a book or online documentation that was not part of a formal course","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":3,"Roughly how long did it take you to achieve proficiency in R?":"Years","Which statement most closely reflects the primary reason why you learned R?":"It was part of a course I took","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Language irregularities","How often do you use R today, either for professional or personal projects?":"Between once a day and once a week","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":10,"Which tools do you use with your R applications? (please check all that apply)":"Jupyter Notebooks, Microsoft Excel, Python, R Command Line (i.e., the native R terminal interface), RStudio Desktop (IDE), Shinyapps.io","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Easy to use","What do you like least about using R?":"Some people use python insead ","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, R4DS","How do you discover new packages or packages that are unfamiliar to you?":"General search websites such as Google and Yahoo, community.rstudio.com, Your personal network, such as colleagues and professors, Books, textbooks, or journal articles (JSS, JOSS, R-Journal)","How do you share the results that you create in R? Check all that apply.":"Public web sites such as Github or Netlify, RPubs.com, Shinyapps.io","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Monthly -- between once a week and once a month","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating custom PDF documents using pagedown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to increase","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Sometimes -- I use or build Shiny applications occasionally","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to increase","Do you currently use Python? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use Python for most? (check all that apply)":"Modeling, Machine learning","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":4,"How likely are you to recommend Python to a colleague, friend, or family member?":9,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to increase","What computer tools and/or languages have you used besides R?":"Excel, Python, Tableau","What was the FIRST computer language or tool that you learned?":"C/C++","What year were you born?":1987,"What gender do you identify with?":"male","I identify my ethnicity as (select all that apply):":"Hispanic/Latinx","In what country do you currently reside?":"Mexico","What industry do you work or participate in?":"Professional and Business Services","What is your job title, if any?":"Actuary","Which category best describes the work you do?":"Data scientist or analyst","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":0,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"Email"}
{"Timestamp":"1/9/20 18:58","How would you rate your level of experience using R?":"Intermediate","From what you know about R, how long do you expect that it will take for you to learn enough to use R productively?":"","How do you think you would go about the process of learning R?":"","Which statement most closely reflects the primary reason why you are interested in learning R?":"","If you were to learn R, what would do you think you would use it for? (check all that apply)":"","Which analytical tools do you use today for the functions that you might learn R for? (please check all that apply)":"","What do you think is the biggest obstacle you must overcome in trying to learn R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"","What year did you first start learning R?":2014,"How did you learn R? If you used multiple methods, please select the one you used the most.":"In-person course (including bootcamps and workshops as well as more formal courses)","Compared with other technical topics you've learned in school and on the job, on a scale of 1 to 5, how difficult has it been for you to learn R?":1,"Roughly how long did it take you to achieve proficiency in R?":"Months","Which statement most closely reflects the primary reason why you learned R?":"It was required for my work","What do you think was the biggest obstacle you had to overcome in learning R? The choices below are only suggestions; if we haven't listed your obstacle, please choose \"Other\" and add your obstacle in the text. ":"Getting started","How often do you use R today, either for professional or personal projects?":"More than once a day","What applications do you use R for most? (check all that apply)":"Statistical analysis, Data transformation, Modeling, Visualization","Please rate how much you enjoy using R on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":5,"How likely are you to recommend R to a colleague, friend, or family member?":9,"Which tools do you use with your R applications? (please check all that apply)":"RStudio Desktop (IDE)","Did you use tidyverse packages such as ggplot2 or dplyr to learn R?":"Yes","Do you use tidyverse packages when you use R now?":"Usually","What do you like best about using R?":"Community and the active development of new packages","What do you like least about using R?":"error messages","When you have problems in R, where do you go for help?":"General search websites such as Google and Yahoo, Question and answer sites such as Stack Overflow and Quora, package documentation","How do you discover new packages or packages that are unfamiliar to you?":"Your personal network, such as colleagues and professors, Social media such as blogs, R-bloggers, Twitter, Slack, or GitHub contacts, R weekly","How do you share the results that you create in R? Check all that apply.":"Personal blog or web site owned by you, Public web sites such as Github or Netlify, Embedding results in research papers submitted to publications","Looking ahead, how do you expect your use of R to change in 2020?":"I expect it to increase","To help us ensure that you are not a robot, please enter the number of characters in the word \"analysis\" in the text box below. Please type your answer as a word; for example if you want 3 to be your answer, type \"three\".":"eight","Do you currently use R Markdown? Choose the statement that most closely matches your use.":"Daily -- Once or more per day","What applications do you use R Markdown for? Check all that apply.":"Creating R Notebooks, Creating publication-ready articles for submission, Creating custom PDF documents using pagedown, Building web sites via blogdown","Looking forward, how do you expect your use of R Markdown to change in 2020?":"I expect it to stay the same","How often do you currently use Shiny? Choose the statement that most closely matches your use.":"Rarely -- I know how to use Shiny, but it's not part of my regular work","Looking forward, how do you expect your use of Shiny to change in 2020?":"I expect it to stay the same","Do you currently use Python? Choose the statement that most closely matches your use.":"Occasionally -- less than once a month","What applications do you use Python for most? (check all that apply)":"Data transformation","Please rate how much you enjoy using Python on a scale of 1 to 5, where 1 is you don't enjoy it at all, and 5 is that you enjoy it a great deal.":3,"How likely are you to recommend Python to a colleague, friend, or family member?":6,"Looking forward, how do you expect your use of Python to change in 2020?":"I expect it to stay the same","What computer tools and/or languages have you used besides R?":"Excel, Python, Rust","What was the FIRST computer language or tool that you learned?":"SPSS","What year were you born?":1994,"What gender do you identify with?":"Male","I identify my ethnicity as (select all that apply):":"White","What is the highest degree or level of school you have completed? If currently enrolled, please use the highest degree received.":"One or more graduate courses, no graduate degree","In what country do you currently reside?":"Canada","What industry do you work or participate in?":"Education","What is your job title, if any?":"Student","Which category best describes the work you do?":"Student","How many people in your organization or work group do you feel that you can ask for help or support when working with R?":20,"Which of the following events have you attended, if any? Check all that apply.":"","How did you hear about this survey?":"community.rstudio.com"}